{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b1a4c97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numpy      : 1.23.4\n",
      "scipy      : 1.9.3\n",
      "torch      : 1.12.1\n",
      "pomegranate: 0.14.8\n",
      "\n",
      "Compiler    : GCC 11.2.0\n",
      "OS          : Linux\n",
      "Release     : 4.15.0-197-generic\n",
      "Machine     : x86_64\n",
      "Processor   : x86_64\n",
      "CPU cores   : 8\n",
      "Architecture: 64bit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy\n",
    "import scipy\n",
    "import torch\n",
    "\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from torchegranate.kmeans import KMeans as KMeans2\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn; seaborn.set_style('whitegrid')\n",
    "\n",
    "numpy.random.seed(0)\n",
    "numpy.set_printoptions(suppress=True)\n",
    "\n",
    "%load_ext watermark\n",
    "%watermark -m -n -p numpy,scipy,torch,pomegranate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca364a44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7efd20a56c40>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9H1872IA3P22AeMj9lScPl6AgHxeCiE5IrBBEAMRSWaeLh46BNIiK2kTPMVhzwzS8drBBeg0Dbx4H4T1OZY0d0LEMHiuejotOF94pb5ae1zpW6g4GetabzCwKFLMxddgaJJKPC0FEJyRWCCIAYqlsWUM7zjafwcsVFxXJpC5eAAMGeo6Bqy9yMErP4VKCdmJO0TPodvlKNbdHwG8ONvhY8f/D/MmaJnJynt5RhYljUySBIh5rYOgFhVycUrIvQUQPJFYIQobW8oLFZADvScO//6nap+oliWPx5qf1cPVFAzwCElaoANAUKiIeeKMsIik6FpPTUny2S+IYeASvwAG8glDewdnFC5JgGWpBQT4uBBGdkFghiD4C5StUNHWiR0ODXGsxKgZgIjRunDUeP78tF++WWxWP52SMwvgxyTh6RnlMy1XH+M4FZkw1jUJJbuaQCwqLyUAihSCiDBIrBNFHoHyFguw0JHNQCJZUPQdtazgiGAdOncfeE234zaF6xeP17VdQ3x7cWO+d8mak6jmU5GYO1y4SBBFFkFghiD7k+QopfSXKVrvDO9NON2DjsgxYPSZc6HYhzZCEPLMR33vr80jvdkwiAPiP3ScH9R7DmQBL5csEEV2QWCGIPsR8hdKaVmzcW4f1pbV46ZOvFb1qfv3X09Iy0ZM3XaVZsiyWNBNDA8d47fzVVUIpOlYzX2WwQoPKlwki+iC7fYKQYTEZYBqdLHmryHvVnGx3KZaJjtsuQKdxBZFQGVoKstN9hAoAeAQBpTWtik7NotB4+v0q3PzSIb9dnAN1edZaDiQIIrKQWCEIFeJyEKDsVTMnQy89DgC7q1vBMizlrQwz/hKYe3kB60trFaIkFKERTND4+/0JgogctAxEECq0yld5nsek0Tp8+MQivHaoEdsrvMZmvbzGlJ8YUeS5K2qfFLMxFTuO2hRLQsGM36h8mRhJKD8qNEisEIQG/spXLekGPL5kBnZVtkgDnkjhtHTcX2jBnhPfYHd160jtasKj5xiYjakAlELDn9MtGb8R0YK1w9vRnfKjgkNihSDCRJ2IK+a3lDd2oKq5C2sWTYOeZQJ2GiaGDhcvYPXWCulGL/6346hNM4ISLHJCCbbESFHR1EntHUKEclYIYgBYTAY8WpyD364uBMf2Z630uD149WA9CZURRp6fUlZvxzN/PA49y/jNPbGYDFi5wKw5MFCCLTFSFGSn+ZyjgZK/ExmKrBDEILB1OcGTMIk4SRyDwux0lNXbcc8bZQCA7RXN+NXd+XB5BJiNqZLoCDZzpWUiQovhyC2xpCujfAAoqucHEisEMQgUXZlZgGNZaVmIGDl4j4CWLic2flKneHzPiW/wzPLZYQ0AlGBLqBnOpUF5fpy/pUv5fpTWePPh/LWaiNeEXRIrBDEI1AMbACm5c2flWalqyB9T0lJxzZQ0n87DOhYQBPJsCRVeAO5/s8zneO35qhXzzeMUA0BpTSseLc4J+H7UH4iQE6yCbKgEQqContXuwNJNB6XJ0Ka9ddiztthnP+I1MkNihSAGiXpgk//7g2M2uHgByX3ucfKoi44F/n7+ZMyeNMZHrFBwJny0hJ3YDTtFx6K776C+uOfUsDRAJOKXwux06RxSOyeHKhDkgkZ0xNZ6zl9Ur7ypQ3H/6HZ7fERTMFEVy5BYIYhhwGp3YPXWCrh4AXqOwS/umI8f//E4AG9Wu2gf/+rBeug5X1s5hvFGVojBk2c2YtWibLx2sAGA10yutKYVJbmZg54Nx2vInfBFUP1fJBSBIBc0eo7B1lXXIUXjOVHsrFxg9vn8wux0JOv6l5lTdKyPj1A851uRWCGIYUB+A3PxAo402KWbjAdQ3PFcvODTT+jxJTl4eb+yIzExMGxdTqQZkhSPdTp6Bx0uj+eQO6FEHtXoUUU0QhEI6vvB996qwMKsFNx4uRF7a8+HFA2xmAzYu7ZYylnJMxs1fYTiNd+KSpcJYhhQW7ZfP90UcPu7C6Yo/h6ToscPinNw46zxSNKIvBChc/rcJeSZjUjpW4pL0bFIMyQNujyZSpwTB9F0UOtvUSBsuDPPr2AtzE5XRFB5AThi68Z/lp5CuaydhCh2xPL7snq79JwYxSvJzcSjxTmosnVpnn+ByvJjGYqsEMQwoJ7hqAcydSRlqmmUoqpINJvjWAZLrsrAvlPnR/gbxA+vHWzA1sNN2Lq6EFW2LgDeWelgw+XxHHInlNi6nD5/q5cAtZZ+5M9vW7MQD771OVx+subnm8fh5XuvRUuXU1F+/4dHijDZmKqI4m1ZVYCNe/sr3/x1II8nSKwQxDChvoGJAxvHMvhJyWxs2FMn3XxKcjORZzZKNzO3xxty5j0CCZUhoNvtwcG689h6pElxw7d1OQccLo/nkHu8EWpukXw7ANK/tXpOyXNQtq1ZiKIck+J9xOc5Blg8czweXZyDfeuW4Ge7arBf45o+1XYJALCz8qzi8Z2VZ1GQna6IouysPKtItl27dGbQ8y/W86tIrBDECGAxGbBlVYEkRjbsqfMZLMubOvzOuojwsaSlwtrZPyOubbuouOHbupyaiYxhfQaVOEc94VTriNsl67zd1LvdHuk16kipPAflwbc+x9PLZklVZvLneQHYf+o89p86j1/dnY+f35aLwxsPoFd1rYu5MCvysxSWByvyszDZmKoQSyvys6T+ZOJkZyiOQTRDYoUgRghbl1MSI1qDpXz2lsQxPjczIjyaO5Wh+8++Pi+Vn9KyjX9ifQauJtRyXvl28qiF+Bp1HoieY6Tr2cULWF9ai19+fAoPf2sa5kwaq7kvT26vxLuPFGH1omy8fqhR8Zx4TlpMBvzhkSLsrDyLFflZUsTm+dvn4e1yK26eOxG2LmfQyKD8d4yHkmYSKwQxQgTLcZA3SASAS90uvLK/3qdUkggN9XFzeYC7rjPDLQhYkZ8FAIqyz3gnFBESD12A1d8z1NwiszFVEiDqyIrWtaqVg+L2CHjtYIPfyhUBXvPCW3InKh6fkpaKp5fNko51UY4JRTkmqU+QnmXwo+2VACAl5IYaJUrVc3j+9nmK50+fuwSr3RFTvy2JFYIYIULNcXjpk6+lWRAxMFgASTIjOJHtX1jh9gB//vIsBHhn0PKbfqABPdoiDuHsT6jLAKF2AY62YyHi73sGu+7Uvki/XV2IyX39pPy95puL3X77ggXydOQF4C/V3ygea+504kfbKzFxbIoUSSmrt0tiSKsgMJCTrv1yj+J3PNJgV7z2tYMN+O2RMzElRkmsEMQIIuY4iDMmLZdKEirhw7GMYuD411vnwO0R0OnoxVufNaKXF8Ay/c7A3aowvxjN2rS3TpGnIP420bbmH+7+hLoMIHYBDhSFiLZjIcff9wyWW6TOQbF1OVGUY/L7mj9/eVaKdAwlrx+qlyIq8qiN1oqwnmNgNqairN6OnZVncf10E579oFrKuREN5FJ0LK6fbpLctEVibTmIxApBjDDym32KjsWqRdlIMyShJDfTx8+BCA31DPc/PzwJj+C9oT+6eDpePdig2IZjvAKnty/kL4oUEfWNPNrW/MPdn1CXQrS6AKtFdbQdCzkDLSeXv45jGehZ/95GZfV2PKkSKiwDZBlTffKkwmX/qfP485dncaTBrhAWLID/c2MODn3djvGjk3Cwrh0uXsD3t5RL+TXypNwetwd9tkLwCAJ+/MfjUtSIgdfFOdbytkisEMQII7/Zd7s9kg38xr11WLd0ps/2DHzzL4jAiLrExQuaTsC8AOgYBs+VzAIArC+tVTyvvpH7GwQjtRwS7qAsVqOJSZvBuk6L0T+tCEo0+8uEutSq5ZHy/O3z8KPtleA9grQkA0CKWrg8AvQsg3XvV/lej4JvQjcATE1LxZkwBYxWxMYDaJ7H6g7vYoRRnvzrTdTvTwT+QXEOciaMjomlTjkkVghihJHf7OX0uD3odPT6bE9CZXjocXtgGp2Mwux0KU8oWcdi3dKZyDMbFY6gWoOg1mAOYERu9uF6vIg5GU4Xj12VLSEt3QRaUolmf5lgSz7+RNieE8o8kp/95SvJ+yRY93R/OSrhCpXB8oPi6cjOGA2zMVX6vVN0LDyCIFUXbv6sAZ+sWxKwf1G0Le8BJFYIYsQRb/Zqc6gAkWciBDgA4Wb76FnGZ/Bt6XLigc1lcHuAZB2LvWuLNfMe1IN5aU2rJHq0jMKGmnA8XgaydBMoghLL/jLqY/FO+Rk0dzix56tWxXaiUIklXj/UgH19QkR+Tr9TfsankeejxTmK10bz8h5AvYEIImIcqVdm6HsEYPNnjdQLaICohQoD4LHi6fjV3fma1RQAsPa9SpTV26V+KgAkoQJ4oy+lNa1SQrTV7pBeq+7/BMDHKEy+vRqt9wzluXC3tdodsF/ukXojhbp0E0rPm1ikMDtdusZ0jLcyZnd1K1yBSnhiBBcv4JUDp33OBXUjTy3U53M0Le8BFFkhiGHF3xqwvIurHLFMMX/KOFQ2XxjJXY07BABvftqA3z9UhLcfLsKDmz+HS5WI6xG8vhdvP+ztv/LCR7VQ/yydjl4s23QQ3X2VFfIeQ6Ixl9mYiipbF3QsA7enPz9APjtVW7n7C7mHE45Xb6s2CpOXvybrWDxXMltyWQ2FcCMo0ZzzIPKltVNaEnFrrLGyTH/OU6wg3+ftFc3485dnpaWfJI7BmhumKaqDtBxvo315j8QKQYSBtcOBo9YLg/a2KMxOl9xU1fACSKiEwbgUHS50uzWfc3uA+94ow4F/uRH7nlqCd8rP4DeHGhSDES8A975RBr0f1+BLTrf0O3W7PXjgzTJpkBPFi5gfIEfeXE59Ljx501V+Q+7hhOPV24rCRBQu8vJXMUfHn59M22U3/njsLIqmZ2gKrGB+K4B/ARYKwy10rHYH3ik/g9cPNQTcLtaECuC7z/L7Si/vNapTi1Wt4x3Ny3skVoiYZiRncm2X3Xigz90zlJwErZwGkZLcTOxZWyw9NmlsCta9V6npp0AExp9QEfEA+Pmur/Cz264GA0ZzMBIAv+0NqluUwlE+G+92e7Cz8qymN468uZz6XADgNx8knGob+bbyChCx2Z28/FXPMSjMTlcIJ/E8njg2Cev2tKOHb1ckC8t75axbOhMluZlo6XL6+HoEE2DBGO7kzrJ6Ox7Y/LkU9UpE1GI1mpNptSCxQsQsI33BnWx3+eQk7NPIqheR23en6Fi8uOeUNCBu2luHPWuLpSQ3q90BlmHAC4l7Mx1O9p06h0MvnhtQXsJxW79YEXMdxN8xWccqmsqJqJvLqQVISW4mSnIzNYV2OOF4eYuGLocLbx1ulFx5r59uUlSx3LnAjC+tnXjrcKPPebxu6VXo6dt9UWiI/wa8A9360lps3Fun6evhdPE4brsw4N5Lw5ncKRqsJbJQAZR5KNGeTKsFiRUiZhnJC87a4cCFbg/0LCPlPbj8ZNUDvvbdqxZlS9n4gHdGLg4I5U0dqD932SefgvxVhpZgQoVjGRRMTUNZX+8VNbfOy8R88zhMGpuCp96vlHJbJhtTJQ8T0Y9DS2Q8edNVAKDIGfF3voYbjherkFJkoX7x/BJ5p7wZ75T7luC6eAHVZy8iiQN6+f5BraXLqYjWABq+Hky/u+ru6lYkcUzYeTHAwM3cgmG1O/DKgdM+3cw5hgHLCHGRVBsKdxdMweNLZki/iXwiFY3JtFqQWCFilpEyp7La+5u7JXGM4ga9aW+dNIOWz4RLa1oVs9c0QxL0rHLAbGq/jGf/WOWT0CkyPWMU6tuvDMt3InzJGpeCijOdfp//qKYVu6tbFSJSrBYSxYKWh4k6AqiV3BiMQMudapPBhr5zxmxMhY6F3/NLzofVbUhigWeWz8Q1U9LxbrkVb3xaD7dHKUjUbLwrH3tOfIPd1d7lTDHiFO6kwZ+PzWCWeK12h5QYrYZhgLuus+DtcmvY7xuLyI0A1ROpLasKoj6qApBYIWKYkcpelw8GvbyAW+dlSjfnbtVgpecYbFiZh01766TX61hvToo6VqLlSCmHhMrIYg1i4CUO2PJxW12yrBXhG2wEMNhyp3yWDHiXZz44agPDBBcq8iqSXg9QffYiXvrktCKCohYqPyjOQYejFyvys1CUY0LbxW7pehgM8mjSUCzxlta0KoRKnnkcqvqW9NweAdu/sCKJY9HLx3945Z3PrVJ+nVYfpFiAfFaImEb0xwj3RhaOj4Xcf0DPMVg2d2JAf40nt1cqbpJuD/D0+1U+yzxEbDMlzbv8k2c2Qt+Xy6IV4VP3mQnUd0YLLbEjYrU78D1ZxY+IyyP4TRiWoz4lP6xu81nq0bH9uTocAxTPHI8X7pgvDX4luZmSh4u6LFbrOgvl2gv0nQdKxqhkxd9uD+AR4l+oAMCu4y0o6/N1EsUtENxPJZz75HBDkRUi4QjXJt1iMuDN712L77/lDZ0++0G1ws8CAH75cb8/h9YQ4VL16yBin+ZOr9Mtx7IBQ+pHGuw+f//jNVlB319cBjEbU6XlzhQdC/vlHpTV22HrcuLLM50hiZKBomOB50rm4D92nwTgjbLIfWnEa2bP2mKf68dqd2DppoPocXskJ2AgtPLmoVjiLcnNVCS17zt1TvE8G0LkKZ548K3PsWFlHp7eURXSElC0VQyRWCESDi277c2fNUrJZloX5dmubqlk1eniYetyYuUCc/+6+lQTjjTa1R+l4IYZGSiabkKe2YgqWxf+9OVZnIxBS2+iH7cHcHu8I56LF7Cz8iwm93XOFsvS1VU5K/KDC5U/f3kW696vAu/p90ypsnVh4946n6aLw0nG6GRs/kzpSyIKFj3XX/nz8ZOLUZidroiAvPBRrRSl6XF78E75GaQZkhTX3s921cCQpMODRVMVNgCDWeKV57o8dMN0vHpQe7k10QKdLl5Q2COol4Dk4tjW5YT9ck9UVQyRWCESDvmsLUXH4s1PG6WyRnnIWd4r5kDdOegZwCX0h07lM49Q2H/qPP5Wb8fW1YXY8HFtwlQiJBLbK5qx44tmcGx/LkSyjsWv7s7HkQa7lOchok4itdodeLfcqhhgRXFsGp2s6XosZ6hzMNou9mg+zgsA37cvThePd8ut2HqkSUpCFwCfKOKbnzb69L8Se2Ptrm7FHx4p8hEsA1neFa9JsYEf4YVTWSOIvjsANO9lKTpWcr2NhoohEitEwiAfGMRZm/1yj2KmqucYmI2p/aZZqgqeR781DfcXZcNiMmDHUVvIQkWk2+3BD989RkIljuEFgJcJhh63By6PgBfumK/YTh1mf/72eVKIXg7H9g8qWt265bh5D+4vtGB7hVXTSn6oYACFL9Drh+r7E3X9LEsF8znZWXk2aOPHYBVC6sooAlJfLLVQ2bZmoaZpoUi324PnSmZLnckjXTEUcbHy3//933j55ZcVj2VkZODw4cMR2iMi1gjFEry0plUytBLD1isXmFFWb5dyScQL2Nbl7E+YVd3vTn1zCeVNHWjpcqL+3OWQS0PlnL/cO9CvSsQgOsab1KhGvRy59r1KzaWJjXfmSee1aAD34p46zQiKB8D2L5px1cQxw7rEKEA5+IW7pJKsY+HxeBTXV7DlsVByKNSOvgz8i6dEQf311Z4rYqNLMYoiIpbZR1qkiERcrADAVVddhS1btkh/cxwXwb0hYolgNzCt8KZ8qUfuN7BhZZ7UlM7fDPZAXTsO1LUrHmMZYJqJPFEIbdyC9zxTn5uF2emKAUI+4HMMkJs1DmsWTVMk41pMBnQ5XAGXetweIepyodQGhzfNmYgHi6biQN05NHc4fXJWAN9JSCgl4BaTQdETSUf1rgC81Vy9fTl5K/KzpAlXla0Lm/bWSU06nyuZjTyzUdEMM1qICrHCcRzGjx8f6d0gYpBgNzCt8Ka4/qr2GxBD8GJIfvPhRoXVuj88AiQjLoLQQuwNJXc7tpgMWLd0pk/CrI4FOJZFle0Cnv2gGtdY0hSz4N8cCuzPE40I8HW73XfyG+zpqxAqb+qA1e4I6LPir0JIbFB4qu0SZk8aC6NBLy2luT1QdMJOVOZmjkXaqCSMSdHhgc1lmtHg7r7eQcGW4iJFVIiVM2fO4IYbbkBSUhLy8vKwbt06TJkyJaz34PnwcgdiHfH7Jtr3VrPAMk5xA1tgGac4JvLnU3QsfvSdq7A8dyKyjMmK59RN4LRyBwKR2LdCwh/ygXLj3josmzsBAFDR1ImC7DQsmzsBG/acUpxrN8zIkKJ3TheP3dVn8U/fmg5rhwO//LguZptdqve72+3Bqwe+xp8qW6Xr98MnFsGSbkBZQ7tiElLW0I47rs3Ch08sko5dljEZjecv4eaXPpWWevafOo8kjlEkhn7v76bg9UNNI/xto4vKECZdWvdPEWuHQzrulvShi7aEM34xghDZdOmDBw+iu7sb2dnZsNvtePXVV9HQ0ID//d//RVpaWtDX8zyPysrK4d9RImppu+zGyXYX5mToMWm0r/4O9HzbZTfKbD243MvjL3UOuAX/9uITDCzOOShpjwgNHQt8e2oK9jR2S489OG8M3jtxCT08kMwBG5dloN3B4/8e6pTOOR3jtYMX8zk4AP9cOBavHr2I3jibm6iXhx6cNwbfnT0KbZfdfV2g+4+T1rX7Qe0V7Gv0dWB9cN5ojEvhMCdDj3YHj58d9G2jQL23vCSxwN1Xj0aROcXv/TPYbzFY8vPzg6Z/RDyyUlxcrPg7Pz8fS5cuxZ/+9CesXr065PeZN29eQuW68DyP6urqhPve/lju53FrhwP1TZ24Y7H2jKCswY4/7PlCMbPlBe+Aoa6mIKFC+GNMEotLvcrzw+0B/trUrXis7rJO6m7cwwMHz6fgB8XT8bDQjNcPNXpfJwALp6bh8ybvAMsD+O+Ki3HpC6L+Su+fvII1y65BfroBc+d6Z/NZxhSc7epGuqX/GrZ2OPBAX78uNUkcgzXLroUl3QBrhwOvHmwA4L/nUyJzS+4k/MvNMwNGS/547Cx6eG+kr4cHrhgykR+CV1AoiONYKERcrKgxGAyYOXMmmpqawnodx3EJOWgn6vcOBXkDQnXyrVgh9MuPT2muZ8dqqJ2IDGqhIqIWvJ83KgfN976w4YNjNtx1nXLZ+4szXYq/41GoaNHt9uCo9QKmjR+DaePHgGM5zQT6o9YLCqFSNC0dnzd2QADAMAw4lkNFU5eUaCsir95LkEMakH215/BsyZyAY0jR9AzFUnvR9IyIjDlRlyvd29uL+vp6SrglBo2//iJi8t760lq/iXd0IyOGkzzzOOnfbg/wh/JmiH5p3mXI+DoDx49J0nxcp3KJU5uPqa/hVw6chtXuUPTrStVzuHH2BJ9O2GqhcnfBFPz+oSKpLw7hPVby+6JWHyDRTXjDnXkRtdyPeGTlhRdewI033ojMzEx0dHTg1VdfxeXLl7FixYpI7xoR4/irHtCqECKIkSJFx2Jq+iipAzDg9UcRWTJzPPb1ObvGC+cv+XoLMQBevDMPLo8gWbyry2Xl1zDgdQjeVdmCj59cjC2rCrCz8ixW5GdhsjFV6nwuihi5UOEYIM2gx2RjKp5dPlvqdZTopOo5mI2peP1gveRDlaJjsXbpTIXHykDchIeaiCfYrl27FhUVFejq6kJaWhry8/Pxox/9CDNmzAjp9WKCbSgJOvFEon7vcNEyjCurt+OeN8oU24k+BAQxXNw2PxNXZ43DpLEp+NH2Sr/bTUlLRXOnb9JoPCI2OAw0EFrtDrxy4LSiv9JzJbMV4kTejNRsTJX6KKnbE3CMd5ko0UuZ9Syw7OpMLJs7Ec9+UK05eRuJ5oXhjGMRj6xs2rQp0rtAxDFaMwJ58y4AuHVeJqakp+K1g8qGbQQxlJzpcGDxrAnYc+KbgNslilAB+hsczpgwRurDJUZLRL8Pi8mAFflZ+OCYTfJBAuCzxLtygRkAAvbr4gUAcbbENhBcHq/XzZ4TbX4tGqKheaGciIsVghhJRGtpeSTlk5Pf4JopxsjuGBH3fHX2Ap5+vwp6P5mCY5I5XOpJvOVJcZIgtwzYXtEsNTa02h0Kp+ktqwp83kPPMthx1KboFEwERzymWoIlSdboMBogsUIkDHJXTHliX4/bg7LGjgCvJIjBI1YG+WtiKRcqiegBoh4vN35Shw3GPB+naXVkFIBk4ijvFCySrGNxzRQjKpo6vLYEA+jnFU+YDHpc7HbD5fFGqbasKsCBunM+keVoO/+irhqIIAaKVja7/DH5Tc/tEagqgIhaom2giATljR349ov7oWcZReVPYXa6T2NIMTLQ7fZgzaJpuLtgCn51dz6eK5kNQRBQ1tgBHeftffPinfkj/VWiCrvDBZdHAMcyeP72eSjKMWHGhDE+27l4QaoUigYoskLEBVq9RAAoHtuyqkCqLEjWsVizaBoECNj8aYPf2S5BDBV6FvCAAS9L7uTgNX0jtHF7gKfer8TvHyqSqoUAYFvZGcV24lJGio7FW4cb0eP24M9fnsXf5Zik5d4etwedjl6csVMfLwDgPQKefr8K11jSfKquAN8y8khDYoWIC/x5qsgfs3U58fGTi1Fa04pNe+vw6sF6pOhYMEwiBt2JkWbZ1ZnYXd2qeIyESj/jUnS40O32edztAQ7UnUOnwwU9y+DHfzyuWObRscCji6ejvKkTV40fjbfLrQC8UZb9qhLwNz5tVIjFRELrLufyCFKDTfHe2OnoRZohSVG6HA2QWCHiAn+eKurHLCYDTKOT0d13s+tO5MVrYsTQcwyWzZ2IPV+1wZWgg2UwtIQK4I1IifkU8vJlEbcHeHm/txN1eZDcs0QVKkC/UAk0NZOXg5fkZo7QnoUGiRUippH7qHz85GIfTxW5cZT4mNmY6jcDniCGGgbAs8tne5NAPQJ0LAOPR1AYwelZAAydk5a0VFhlpdv55nFIG5WkiJCwUJroEeEhoL/yKlnHSqJEKzpNkRWCGAK08lRErwXx+dVbK+B08ZLrJQCpDJIWf4iR4N7CKXj+o1pJiLg9AvR9gkVEAPDiyjwcabBrRg8ShfRRyQqxUmm74JMIv+nufLRd7EaXwyXlpxDh8U+Lc5AzYbRiYucvOh0tkFghYpZgMwH186U1rTCNTpYeI6FCjAStF7qV1u8s47MUJCaSFl81YaR3LyqYNDYZ9iu9qLR1+Tzn4gXcX2iBWxAUZnEAcG+hBeVNHbjg6MXvP7eisb0/eZZlEqcBZDik6FjcW2hR3CvFCPWWVQWabQ+iASpdJmIWdTMz9UygMDsdKbr+U3zj3jqYjanSawhiJJAvYeg5BhvvzNM8B90eYN+pcyO5a1HDgqnpAZfAxqTqUJCdjsl9JcuiJQHgvc5/+fEphVABSKhokWceh7VLZwLoP4Zl9Xbc/NIhPP1+FVZvrYhKoQJQZIWIYcRuoPI8FXUvoLVLZ2J9aS0Ab+mircuJ52+fhye3V1JkhRhR7i6YghX5WbB1OaUZrJ5lsO69Sh9DtERjWkbgwXHL4Sb0uD2SBYG4vJusYzEtYxQlyofIiZaLqLJdwIt7TkGAr4NtNOaqiJBYIWIaee8frRyWPLNRsf2xMx147wsbCRViRNFzDJw9bjz41udSf5uPn1yMvSfaEl6oAP3VPP4Q81KcLh7bys5IS7k9bg9q2y4N+/7FC+Lyo7xpq1ywRGOuigiJFSIuEDuzanmtyHmnPHGTF4mRQdPPghew63i/x4qYQ/XCR7Ujum+xTrKOxd4TbZHejagm3MIBPcdg25qFUZurIkI5K0TMI0ZU5FUU4gxBntdCECPBv906B2yQTg46lsFx2wWfvIokagERkOtljrSJzPXTTNA6U/Qcg3+7dQ78nUY6lsEPinOQ3JfLJwqVohwTVi4wR61QASiyQsQB8qofwJsb8PiSGdKFJzozbtxbR2WOxLDCAKiydQVN7hQEwcfN9p9vzMENM8bjh+8ew/nLvcO3kzHEjbPG4/DpdvTyAvQs8OnX7ZHepajgb412n+jJjbPG47v5WXj2g2rNpUW5MBGrqLQiKeq8v2iBxAoR86j9AeRCRcQ0Ohm/uGO+1J1V3o6eIIYKAcCuqtag22mde2NS9FLiKOHlgKySytu/iy5aQPso7D91Hp+dbvepqkriGDy1bJbCPl+e6ydHK+8vWgQLiRUi5tGqChKRX3zyrHcSKkQ0oecYdDlcJFRU0GUaHvJk2RQdi7VLZ4bV48efN1U0RFlIrBBxgdZMQZ10K7+QyW6fGCp0LIO/n5+JP1W2DPg9XLyAzZ81JPx5SRFPXxgA3549Hvtqz/vdRjxuYmn3QJNl5VHqZB2LTXvr0N1XMh7pKAuJFSIukUdURFJ0LFYtykaaIQl5ZiNWbSknfwZi0LAM8JcqX6GiY71Gb2o4ltFsqNfLC7ivcAq2VzQn7IDNsgwYQdA8bqP0LK64Eut61bEMHiuejleClHbfU+B1pB1sp2R5lNp+uUfyqIoG/xWqBoogooOg1e6I9K7EHeqkW44BPIKA1w424KVPvgagHWKemzlmhPaQiBd6eUFTXAgCA9FAOYljcOOs8fhBcQ7efmihVI2hZsfRs1g8c/ww7m104+K1hQqAhBMqACB4BLy8vz7octjb5VbpvuaPUMcbi8mAlQvMKMnNDOgQPtJQZCVCRHMiUzxQmJ3uk6PCy1wad1ae1awMOtFKBlNE+Gj1oeEFARC8QplhGOw/dR5lDR24t9CCvWuLUd7Ugfpzl/Hqwf5Zcy/vCVr2TCQOWhlMeo4Bzws+nacDRT8GMt4EygWMBBRZiRBaTfgiSbxFeSwmA7atWSh1bNVzjORhwTHA+NFJkdw9Is7wCN5zLN88zuc5XlA6sIoDysoFZtxbaIE6yPJXjdwEPQsUTUvX9NYgEof7Cy14etksH6ECeO9rZmOq5n18oOONeJ5GWqgAJFYiRrAmfCOJqLqffr8KN790KG4ES1GOSRIs8qRFXghu700QoSAXDy5eQFaa702dBaSGmnqOgbmvGR/gHQx+/1CR4kasFfJ3eYCyxg6qjklg7iucgmumpiHPbNQ0uvzBkhys3lqheR+PpvFmoJBYiRBiiG3DnXkRXwKKtijPUGLrckpChZwviaFGgDfqAXgHgQeLpkp/i+g4Bi/cMV8Szau3VigGkqIcEzbdnT9i+xzt5GSMivQuRB1JHIMPjp2VOiNvWVWAuwumKLY5f7nX7308msabgUJiJYJES4htOFR3tCwryWex/rCkBd+GIG6bnwm9RkKJ2wM8VjwdHz+5GJONqVh2dabi+V5ewJEGu09nWzltF7uHb8djjPr2K5HehahDECBVLjpdPGxdTjy+ZIbivr0iPyvgfTxaxpuBQgm2xJAnUoWbzDUc9s7ie9ov9yge10qEJOILUU8M9e+8eNYE3LdwKl4/VI/9MmdVAcDmzxqxZOYETQfaFB2LFflZ2FXZIl0TwSYEom8G+Y4QgLdbso5l4O77v9mYqnnfjqaE2KGGxEqECXWgHsoBvazejp2VZ7EiPwtFOSYA/u2XB7IfWstK/rYdjqoohWsty0DPilbd2gOYtdM5qM8joguPADxXMhsfVreiynZhSN4ziWNQf+4y/nVnNXrcHuj7PFTE08nFC9hZedZHqOhZBltXF6IoxxRwICnJzZQMuDiWQcHUNEwfPwp/PHYWvKxqjQUwcVwKWi8kTiRmWsYoNCZ4tIUB4O67ebk9Au5/swxvP1yEohyT4lwK9T4ei9AyUAQJNbFVaztrhwP7m5ywdoS3zFJWb8c9b5Rhe0Uz7nmjDGX19iHf33CWlYYjX0b+ni6PAI9ANRSJRIqORUluJp4rmTMk73fjrPFgGQavHqyXqnpcHuC+QotUbaYOw4u4PAJsXV4xHCgMbzEZsHV1oTeS4hFQ1tiBd8qbfcrrPX37k0hMN1EOi3qOxQvAfRr372hZfh8OKLISQUKNQGj1a3jpk6/hdPHYXHk4rGjEzsqzPn+L0ZWh2t9wwpHqJoRDkS/j67FCcfRYJ5TlkFvnZcKSboAAAaU1rcgzG/FY8XTsPt6KZln0LDOEyEQSx6CXF5Cq51A03aRY9hF5/2gztq1ZqLA2Fzt8y23KQz2nq2xdPt9Ry+32g2Nncdv8TOw6HrxhYjyw79S5SO9CVOIB8OBbn2PfuiWwmAxx791FYiWChDpQq7cDEPIyi5oV+VnYXtGs+FsLreWecIRFqOHIoVhnle8r4BVVG1bmSR2W9SwDFyWqxCQ6lsHD35qGJTMnKNojsAzwf5bk4PVDDXD1iYoHi6bi+1vKfaIRor+OiFqoJHEsls6diN3V/YP/U8tmSQ3cAEiTAzm9vDdqsnKBWXrMYjLg0eIclORmKs7pYMunVrsDm/bW+Ty+8c48uDwCTp+7hNcONgDwJlqWftUW9NgR8Y+LF6T7fzjL77EIiZURRn3TCmWgVm8H9N88w41GFOWY8IdHinxyVuT7V1rTio1769DTNzOUN8YajgSuwayzymcTyToWDLw385S+fwMAwyDhG8TFIhwD/PKOXPBgMdmYij1ri1Fa4xUUeWYjVm+tkJpSiueolitxLy/gseLpOGbtQnlj/zJjnnkcrs/JwL2FFgDAX2vPSdeU2GNFvF63rCpAla0LL+45JZXAJ+tYv9ee/JwOZcZb3tSh6FM1e9IY/H//cLV0fVrtDvz2yBk4XTw4Bj7nso4B3HR6xzUMfJeD9BwjnYPyyaTazyceILEygmjdtEJFfvMrq7djftZYtHVexJPL5gZMXtUSFkU5Jr8iRQxfizhdPB7Y/DncHgHJOhZ71xYrZpKRRj6bkA9U8u/QywuYO2kMTrSRlX4swQvAv+yohruvm+zHTy7Go8U5AIAdR22KbtqimE7WsT6CJVXP4b7CqbivcKqiuWWV7QLqvrmMewstmhMHreu1JDdTEkz+msZZ7Q68U34GzR1OPFg0FbYuZ9AZb2F2OlJ0rHTeNrZfwWSVedyWVQV48K3PFUJFzzFYPGM8LZXEOUkci4dumKZozcAywLY1C6VzSX2OrN5aEVdLQSRWBkG4FTqBck9CXWMUE2RF1r5fjUzjKE3xIb/RBmobrtWhWEQslwO8YuDdciueKZk94GMw1MgHKD0LgNGOoJBQiU3EaIF6kNdakrSYDNirir6oz/mPn1yMFz6qlZZ85O+rjvCpr9dXDpzG40tmSIJJC6vdgZs2HpCiL7urW/Gru/ODLp9aTAasXTpT6nLb4/b4iBq5wSEAKcJCQiX+6eU9mD1pjELQ6lhGIWgB5TkSb0tBJFYGyECSmYLlnog3w0Dvo06QFR9TixX1jfb+zZ+D9wgK4WI2psLW5YT9co+mUHmseDpOtV1SJBfKq4+iIaGrpcsJnu+v0AAE8qaIU+SGbP6WUMWckUDsO/mN9O9ASzny6xUAtlc0Y1dlS8DzvLypw8cp+UiDPaTl05LczIDLu+owv79lzasnjcFXJM7jjiMNdoWg7ZXlq4iol37iaSmIxMoACddLRLxR+cs9Abw3wz9/eRZrl85ESW6m9DmiqCjMTsfMCaN93v/66SbpM/QsgyMNdp9GfWJFgdPF+4SSU3SsVP0gJ82QhEcX5yjEyrK5E7HjqA2F2ekRT+iy2h14YHOZz1o9LygjQkR8cKTBjn+8pj8hfCC5TurckHVLZwbNFXvlwGkpKT3YeV6Yne5zLV0/3RRS9DFYDpsY5t9ZeRYzJ4zG+tKT0EjRIaESp8ycMBpL504KKGjFMnl/f8cyJFYGSKiVMVrRB3nOh/pm2O32YH1pLTbtrYMAZR5Gqp7Dt2dP8PmMtw434uSOqpB736hnZN1u/23p5Qm510834dkPqqXv8vzt86QZXiQSusqbOjRv1oBXnM2eNAZ3LjCj/vxlvFPerL0hETP4q1wLB/V1K04K/GExGfD4khmS+6x4nvtb/rSYDPhk3RIpZ2XZ3InSNZOiY6WJSCCBBMAnL0ad+C4niWOxaIZ2eTURPxyzduGhb00PKGiHwwoiWmAEIbZNKHieR2VlJfLz88Fxvp0ohxOtG5b6sR1HbXj6/SrpNc+VzPYJU5fV232iHf64v9CCt8utg9rvUCznOZbB/qeWKC4G9XdRh6L1HINtaxaG7NsyWKx2B5ZuOqhZASJnzqQxOEmzzZgkiWOwdO4kPFg0FZONqWHnR4VyjYaC/BqVV53Jlz+1nKHV1wyAgEum6nM6iWPwuzULNW385RRNS0dZ4+ANFYnogYXXS0VELHAIds5GOo8wHMIZvymyMgjUYWitpFb75R5FWHjj3jrFzMpqd0glmAy8SXP+ShCTdSzqz18e1D7rWeDqyUZU2roCbsd7BOw90YZxhiTppA+2Zu7iBYVJ0XAjJlS+dvB0wMgJCZXYhWEYPLPcm9Adbn6Uv5yqgSwfyRMXe1TVcuVNHWjpckqJ79srmvGHR7xW6OoqH/lr/BlA9qgq2baVnQkoVJI4hoRKHKKegvW4PSitaZX8fwJF56JdpAwEEisDwN9s7ZUDpxU5HOJMTC8zpRKz/AFIjfbE1wgI7JXAezwDvinlZIzC1ZPH4sOaNoVQ0ardF/mP3ScBeHNaVi3KRpohCc/fPg9HGuyKJSE5Lo2kLyA8tR/OthaTARec7oDbELGL/HoJNxl9KHOq5EJdHVkpzE7HKwdOK7YXk94tJgNWLcqWDN0A74QkUFKvOt9qSnqq9NniUpKOZbCrqgW5k8ehy+lSGNoRsQ8LgJP1NAO8olTujBxPZcmhQGIlTPx5pahLf+WRB1GwiE6bZmOqtL1oXqYlGFJ0LHiPBy5PX8Ql8GpHQBrbr6Ch/YrP54SyBtjt9ihutgCwq7JFqirSs4zkFqu1ThpO1dBAOjZ/IqvuIOIL8XxqUSUKhlKZM5Tr9/LkVjF3Rvy3xWQI6AydZlAmuzMMg5Yup9+cl98/tFCa6KToWMkjRtxeHsWpsl3Av986h8RKnOEBwKhuzkvnTtIsuU8USKyEib/Ge3Khcuu8TDxYNFVaZ1b7nMjfo9vt0Sy1zckYhTEpOlT2dY0Nls6SbtCjw+Hy+/wgdI4mThePXVVnwQveG/O2NQulJFzxmIgXUjgz3HCrrF45cDpozgoRe+hZoGByMh6/eb5kJa4m2PkxFK0cRMTlWqeLx5++PCtFVnZVtkjRxn+/dQ7qzl32cYYuyc3Ehj2npMmL2DWXF7TzV4pyTNi3bolPCwnx3xs/UdryH7N2Uc5KHMILUExyHyyaqnBZjqfk2VAgsRIm/mZr8nXpT05+g2eWz9Z0xBRLkcXt/XmC1IfZEj2QUBkuxDyR7RXNkjGbOLuU34TDmeGGU2UVSnItEZu4PMARWw++/N0xfPzkYh/PEyB4R2/A1/Y+mHApq7djW9kZWNINkg2/erlWnbPyo+2V0t9iroqI+JnyXlVA/zUvn/CobQpWLjDDandg2aaD6HZ7kKxjfT4fAEqrW4d8MkJEHh0LbFjp7Q0VTnuWeIXESpj4O2G03CfFdvBWuwOvH6yXyg45loHHo7xpxTrqG6jo0PtocU5YF1mo25bWtCo+U4xm7aw8qwjHE7GNeB6ZRif7mBmGWxUUaHlRvEbllXabP2sEw3jP7WQdK00w5Dkr6smG3KBR/Znb1izE64fqFSXGYim0ehlZ3MfSmlZpEuRPmJNQiS84xpsY4PYAz35QrThX4zV5NhRIrAwArRMmz2xUhOzEGZ+Wlb265Xs8oNWTRV75JF8SAhBUsIR7QRpT9bB1OX3M8IjYQj34p+hYRVPNgSYV+lu+FaMZ8o7OIr18/989bg/uK5yCr1ouInfyOPxD3mTYupyoau7EtrJ+gePs4fH6wXqp67L8M9/5/IyPFwoDoMrW5ZOoLoo0NTp2cLlrRPTDy9xEEjE3xR8kVoYAefmx2AFWbu4UqOwwHniseDrmTBqLte9VKvxbetwevPBRLeabx0ldcofKmr8kN1NhkPV2uXXQ/jPE8DB5bDJaL/aElMy98a58uDwCMscm4W/H6zAqfRJe+PgUgMHduNXLi/JoRigdufVs/7Jnle0C3j/ajF+uzFMIFQDYdbwFu4634Jcf1+LFO/MVtgW7jvuKj15egNXu8HkcADZ8XIsNd+ZLAkXHMniuZDa2HGmCrTN+nEkJX8TzJhFzU/xBYmUIkM+gxA6wgHf9+5cf10Zy10aES043nnq/UtNobnd1K3ZXtypmzEMxW7CYDFgnW3ojopeWiz1Bt+EYr1AR7fR5nkfKxVSkWybi1389PSRJhU/edBUASJ2T5desnmXgChDxnDt5HKr6kt0Br8gIJI7dHmDde5UhLfO+d1R72dLlAZ56v1KKpLg9gmQnQMQ3Ty2bFdRPJdEgsTIEaCWFWu0OPPjW5wkRsg0loqHObB+K2YI6uqLm+mkmHGm0D/pziOHl7oIpeHzJDACQ+k5lGZMBAJb0wScVypdi9RyDSWNTsHFvf0VNso7Fb1cXosrWhTP2Kz4GgxzD4FtXZSjEShLH4Oa5E1EeoAIn1Hw0Fy/47WUV6P4x3zwOp9ouUZJ5HJJnNo6YE3isQGJlCNBKCt1x1BaSfX4i8dAN0zBjwpghnS34aWkEADjSaPexrCZGBl1fEnmwY5+iYyWhIk9G/fCJRdI2g00qVEc+1REP3uPBZGMqJhtT8fSOKp/XCxDw6oF6xWPmNAOeLx26KEfxVRnYF0ZvHwbAP+ZNxtUl46SO6kRgdAxQkJ2Ov0VhiTfHMorf0NbljCnb/JGAxMoQID+pWrqceOXAaVw/3aSZdJqoJHEM0mTW/QNFfqzllRL+oKM/8rDwLllwKrdDLfND8W91MmpFUydy2KHZH7MxVbEMyQvKRF63x5tb9uKeU5rNQLV0QEOY1gLB+Oup835tDLQQ4HWY/s7s8SRUQsQtICqFCuAtuvBnHJqIbrVakFgZJPIQszyZbntFM74za3xYs6V4JIljsOaGadh6uAnrS2uxYc+pATc7lB9r0XOCGB4CtWEIhigQ1QOv+Kf8vcUyf/VSakF2Gjqs4V876tmomPwu3xexY7jcdfmrsxdC7lo+HAgYmI3BvtrEvr/EGgwAPceil/eWvXOsd8zQcww2rMxD28VuAMoKMaoI8kJiZZDIE/XUN7tEFyoAsDx3EjodLikCMphmh/LZt1bEimEAdQ/xUDpME748fmMO3vi0MeTI4LSMUWjUiDbIBbyIgP78JdFnRG1nb0k3oCPM4i6tRqI7K8/6uEvPN4/DNZY0bFuzENvKzsCYqse7FVRJRgwf4nlXkpsJAChraIez3YYWYRw2f3YGLl7Aj/94XPLvSdGxUmSeKoK8kFgZBFa7AxsSoNpnMOyq8i3X9NfsEAjsMuqvmVxyXw8l+biaxDF4atks6FiGKigGwKsH6sEGSgiSoWOBJ79zlcLJVWTNDdPw5qcNPr/NL2WOrqu3VmDLqgKptH1XZYsiZyVU1EtJYn+d/v1ksPdEG3ZXt2LT3jp4BCGi0RRi+GAY4Nszx+OvdeelCQwHIBwTCY7xCuvBTnZS9RyeWT5b4WKeZUzBmj91oofvlLaTTwy63R48VzKbKoJkkFgJAblNvtw5853yM4qumERo6DlGc6YQzGVUncjc0uXEzsqzSDPofbra/m7NQkw2pvp0wyVCgxdCX5a4+zqLVHIs99pJ0bFIMyT5VLQwDIO2i92SkHC6eEUEZKA5K3Ixq/ZO4RhltU2wXCcithEE38j28nmZARs+6vu6HCfrWKxbOlMqcQ/HHkEeSRQnTKIxproqLZD9Vqqek15HeCGxEgQtB9oUHYs9a4vR3EHGTOHCMd6qIBF5JCWUJoZysz2xbDlZxyoGJ17wrvmKM3Vi6JFXWe04ZsOjxTn4x2uycI0lDe+Un0FzhxMPFk3FZGOqookf0D+DlOeorMjPwq7KFr85K6FWRoheKnlmo8KVllevDxIJx7SMwAP/0zf7RjJKcjOxaW+ddB7pGOBbM8fD2ctrNo58atks6d9qsaGuSvOHWMpPQkUJiZUgyE8wke4+Z9ZlcydSa/Yw0HMMGACvHWzAb4+cUYT+xRyDYE0MtcSjaIX+fl+5eKqeA6DshH3jrPE+VufEwJk5aQxq2y4B6E+SFW+uvz1yBk4Xj7/WnsPHTy7GtjUL8cDmMinCkqJjUZKbKVnSazVpyzImSzkrwSJu/rZZq2EamKJjMXvSGKmbOZE4lFa3+X2OYxmFuCirt0v5U3vWFuPdcitq2y7iSL0d+0+dV/SKEgkWDTEbUxW5WnLBIq8EIqGiDYmVIGh1ewW8zqx/rT2HX92dj7cONyoMowhfOAa4c4FZMtxyunhsKzujiKTYupxBDcC0xCMAfHDsLLatWSgt07V0KaNek8elDsO3SlxEoQJAKrV8/WA9jtsu+ETHVi4w469P3Sj1upHf0NXLfOLfPN//G4cScZMnuovbyE0DxZD8pLEp+Omur4b6cBAxQKBO9j8pmS31i2rpcuKeN8oAeKs6f3V3PrYeafKZID1XMhsAcMZ+BRecbjxYNNWvyFC3ZPnF7bl49oNq9PCQJmrhNudMNEisBEGc8Wn5MDhdPE62XcSaRdOw7r0q8IIAFsDEcSlgBAECw6D1Qnfkdj6K4AX4dEP+qKbVJ+M9mAGYv7yEbrcHti4nVi4wA+hvmCiy/Qsr+d4MA3cXTMGK/CzNRoDy6JjFZMCjxTkD+gwth2g5VrtD4UibomNhNqaitKYVQt/yjyB4E2y1koCJxIVjgJ/cMgcb9tRJifuzJ41RbPN2udVngpSiY5FnNuL7W8qle8reE22KHBU56iUglwfYuCwDVwyZKJqeQQIlBEishIhpdDJ+t2YhqmxdCtEiT+wEvOv4okDhRnonoxz1Mi0vAIzHO0MJNZlMvlxgNqYqlpHE2T2g7IINeI2/7rouC++WNw/YP4RQIrrPljd1+AgVUcTIu2wP1JFTyyFaTnlTh0KE3n5tlk++kov66hAa8AJQd+6ywhJBHSW/v9CCL62dimWbtUtnwtblVJx3vbyA9aW1eOmTr32WKv35COXnZ4HjaKQIhagQK2+//TY2b96M8+fP46qrrsJPfvITXHfddZHeLQDaa+HHbRdCylWh1M7guD3AcdsFyX8gFOTRF7lw+d5bn0siMkXH4tnls/FfpbXgPQJSdCy2V5BQGUrWLp0JALBf7lFErZJ1LFbkZ/nkIw2m67ZWxE1epSfPHyBBSgRDdAtO1XO4frrJJ+oLAIXT0rHuppmYbEzFwzdMx28O1YMXvOe3eL/SitZqLVUGyskiQiPiYuXDDz/E+vXr8bOf/QzXXnst/vCHP+CRRx7B7t27MXny5EjvnuZ6OSXWDi1i/s9ALKXFQez1g/WKJbputwfPf1Qr2VivWpTtEwUjBo6eY5BnNircm2+cNR6zJo3BfYVTfa4bdWnyYB051ZMI+e9LQoUIhthYVcwVUZOq57BhZR4A+CT0i/ZDFpMBe9cWo7SmFZ2OXmw93ITuACZu/nKyiNCIuGf5li1bcMcdd+DOO+9ETk4O/vVf/xWTJk3Cu+++G+ldA9AfvgO8s/XT5y7hx388HuG9ij/EAWyo4Jj+JSAXLyDNkOTtVUMMCRtW5ikswXt5AftPncdvj5wB4K18kHP9dJN0HQ2FI6daDKUZkqDVgYF+c8IfLl5Ala1LcY9P1rF4rmS2NHHyVw0qX958tDgHz5bMwZ61xdhwZx718RkmIhpZ6e3txVdffYV/+qd/Ujy+aNEifPnll2G913ApVd7D44lvz0CXsxdbj5yh2fkwkarnsMAybsC/47K5EyQ/BD3L4Mc3z8Qv9tRJ5YC5k8eAZRnw5Fg6JJxouYDf/u2Mz+NOF4+yhnafx3vcPD58YhEqmjqRZUxBWUM7eE8aLOnaN3XxPPB3PiywjFPkAOROHgOOZeH2KEPyd12XhXcrzob79Yg4Y2F2GlKTWTh7PPi8qd811uMRkGVMls7Nguz+c5LnecV5JuLvXpVlTMaK/EzptYEIdn4nCuF8/4iKlc7OTvA8D5NJ2dQuIyMD58+H54lRXV09lLsGAKg514P/+LQTbo/XDMhN49yQo2eAe3JHo8icgg5r3aDWcV9cmo6T7S5wjIAXPjoFt+D93Z69fix2fPZVQCMmIjze/KxR0+FWxwCjHN4l0mQO6OG9/x/laEWH9TxGOdxY86d26fGNyzIwabT/21Cg63rDTWk42e7CnAw9/na8TrPSq6bxXPhfjogLxIaZSSxwy1Tgvz6zo0c2NiaxgIW1o7LyAtouu2Ftd3nPU9X5KJ5n4w0szjs8mJOhH/S9SmQ4xq14JeI5K4DXfluOIAg+jwVj3rx5Q5pVbe1w4P998KlkZOUWvD1QqPJ1aOE4FmuWXeszw7Z2OHxmOqEwt8OBZS99KglLtwCkZpjR03EegGMI9zyx8af7frlyHpbne633jZPt+HNVK/4xLxNF070Tkj8eO4se3ht56eGBK4ZM5Pdtr3h/nkd1dTXGZeXgWPNFzfPA2uHAlaZOzM1Ow1wAb375mU9VUnW7a5DflIhV/n7eRFzq4ZE5LgWfd7gVQuWu68z4QfF0WNINsHY48MCvD0tRug+fWORzri0f4n0Tz++hHrdiDfE4hEJExUpaWho4jkN7uzJsbLfbkZGREdZ7cRw3pD/6UesFn5k4x7K467osydiMCJ85k8YgScdK5YHdbg/2nDinsLm22h24RXbzCGcNWP276TnG62OQPgofBnCwnJExCqcDmEYRoXHq3BXsrGyF2ZiKh393DE4Xj79UteLjJxcDADodLoW3TtH0DL/XbdtlNx54pcznPLDaHSitaZWW/VJ0LFYtyoaHLPUJGX+p/kbz8VQ9h3++8SrpnnLUqjQyPGq9gGnjx2i+dqgZ6nErnomoWElKSsLVV1+Nw4cPY+nSpdLjR44cwXe+850I7pm2c22P24Nrp6bjtrws7Kw8i5kTRmNXVQu514bBSZnzKeBNaBMHHXFACsWx1B9q07htaxZKWfj3FU7xKzQDuVsSoSPmdMk9bpwuHqU1rXjpk6/hdPFI6Uti9OetY7U7UNbQjmpbt895APhWZ3S7PZRLRoTErfMypQ7IIupu7vbLPbDaHZQkG2VEvBpo9erV2LFjB3bs2IH6+nr813/9F1pbW3HPPfdEdL8sJgO2rCrArfMykdxXZiBWMUw2pmJ6xij88uNTJFQGwY2zxmPd0plS6F4ckOTZ+eFWjoh+BhvuzMO+dUtQlNOfD/VY8Qwk+SkPEeCtHMnJGDXwL0RIuHhBqsRR92qSL9XsOGqD1d6/PCeWJP/4j9XY/tVlpPRde3qOgdmY6rfdAkGEwpT0VCk6J5574j3juZLZYACsL63FzS8dUpyXROSJeM7KLbfcgs7OTvzP//wPzp07h5kzZ+I3v/kNsrJ817FHErGXg6i2xZkg4DuzA7yKvbS6FZTSEjr7T53Hd/OzfKzUgzmWBsOfZb/FZMAn65agtKYVVrsDDecvo6yxQ/Ll4AVgVErEL4mYQzTYUsP35XltWVWAycZURffaF/eckvr2yJd45GKk1wM8umgq3jrSBBcvYPXWCkWzy2QdizWLpuGtw41S/x/eI2juS07GKIqeEdhyuAlLZk7QNCg0jU72mThRdCV6iIo78/3334/7778/0ruhQH7TFKsMLCYDdhy1+QiVVD1HRnED5EiDXVOYBOsRNFDUPWrK6u148K3PpRLnhxZNU/SPuS0vE3XfXFY07iP6uW1+JianpSqWYcQqDMCbkF5l60JRjklh3OY18OtfJhIHBkVIngOMo/SK5SStZpfFM8dLHXK/udjt0/8n3zyOuiwTALz3cnUD1dKaVphGJ8NsTA3a9Z2IHFEhVqKRwux0hZXypr11KMnNVNxMdSxw3dR0TBiTjA17TkV4j2OTFflZwyZMQqEox4R9fdEWALjGkoY/PFKElz6pQ3lTB3ZVtWqajRFealou4tylHsVjWmmuVrsDWw43SX+LS6s9KsdPMapW1tCOUY5WzJ07Cb/eV+8TeRPPF6vdITWT++NRGx7+1jSfzyahQsjZe6JNas+gzpmj7sfRC4kVP1hMBqxbOhPrS2sBeNfZS2ta8WhxDrasKsCDmz+HyyOgrHHoXFcThe/mT0ZyX08OW5dz2JLZwmmcJyZ/vvTJ13j+9nmK39XtUUYLiH4a2q+gIcDyio5lUJKb6dNscN3SmdLj6t/HYjIgy5iFjz5rRUVTZ8ABpLSmVXpft0fAm582Qs8CLlqPJfzQywt4rmQWTKOTYb/cI93jxcid2LmdiC5IrASgJDfTZ52909GL5g4nXB4augbKnypb8Ku78/HsB9UDbmwXDK0GlPKyVwBSNYq6+ujtcqXbE8cy2HBHLp7eUe3XX4TQ5u7rpki/q7xKK89sDBhRs3Y4sG5PO3r49rDOD7dHwOxJY2jZjvCL2IhQvB+IExVa+oluKMAdAIvJIHWWBbyK/LWDDZSbMgS8XW7VLEsdKrTKn612B5ZtOoj1pbVYX1qLpZsOwmp3+PR/umr8aMV7bbwzD7flZ+HXyzOwZGZ4/j+JzvtHm1FWb0dpTStuvyYLOhZSsmygaouKpk7JxCvQ+VGSm6mo8ErWsag/d3lIvwMRu3ABzEXFyOuWVQXU0ycGoMhKEEpyMyXlTQwdM8aPwvHmroBdSgeDPLdIfP/ypg5F2WxPX0OylQvM+PjJxSitacXGvXV4u9yKZB2Lm+ZMxINFU1GUY5J6WBiSycApHHp5AQ9sLvNxfg5WbVGQnSbZ9Qc6P8QKr3fKz6C5w4lxqToybYR3FkorYdA0CuzpW9KXR1RIqEQ/JFaCICb8lda04sU9p/qqGIiBcNv8TFzqcePw6Xa8U96sKAkf6huFv/JnMbEO8M7C5YmdptHJUv5Dj9uDG2dPQFGOCVa7A7uPt2DTJ+3oJc0aNlotKlJkx14LS7oBG5dl4Ioh0+tAHOD8aOlyYvNnjZq9nxJ10E7E76yF1t2aAdDp6B2w8SQRGUishIBY7lqSm4kfvntMYQTHAJhvHodvXZWB1w42wO0RKBlThvxY7DreqnA27XF7YBqdPGw3CXVOhMVkwJ61xT45K4A3JGy/3COJmZQ+J8uyervkyUAMDC3BEMr1MWm0Dvn5WQHtyK12h1R6rvnZLAMP5ZcRMgQAWw83Kdo+UK5K9ENiJQwsJgOeK5mDe94okx7TsUCV7YJCwNCtsR/1sZAPKslBZtfDgdpnBVAm4ybrWPygOAdvHW7E+tJacAwDnnrODBg9C2y4Mx/r3qtUJCeLS3CBhGrbZTf+eOxswMhKeVOHX6HCwJtwSxBqut0ePFcye0CvDafKkBg6SKyESVGOCb+6Ox9vl1sxY/woWh8fBOuWzhzxi13rRlNa06owAOxw9ErLQeEKlWQdgx43DZAiLg8wcWwKHlk8XWEcp+eYgEJVXQ3kr3xZ7YckZ9LYZLRe7PF5nEg85BFdwJsHlWc2SlHTlz75OqS8FX9VhsTwQ2IlTKx2h1Rye7y5y++NMlFhAIxO5nCpR3vZRMcycHu8brFi+4KRQutGA3gN/0SSdSxW5Gfhg2M2vzP2QJBQ8eX1Q/X4W71d+psF8PAN0wO+Rl0NJHcZVg8Q/uo9viGhkpCMSmJxpVd5T5Zfy2Izw4E0TB1Mk1VicJBYCRP5ydrt9uDWeZmYbx6HPLMRti4nzMZUbPykDuUJahYnAH6FSoqOxdbVhRFxiLTaHXjlwGnNcululVlZUY4J29YsxAObP6dlhCHgwKnziuVAD4BXD9Zj65EmvzPTguw0JLHe/kAAFJb78gFCXeElh6YQiYlaqKiZbx4Hi8mAli6n4nGzMTXoe2tVGRIjA4mVMJGfrACwu7oVf609h4+fXCx1+L3/oiVhxUog1vYJgZFGHlERkd9o5Em1YrSnKMeE3z+0EPe/UQZKrR0c/uSe08XjhY9qMd88zqcizJJuwN1Xj8a2aqVninqACGWAIRIXdbEDy0C6xm0qsaL+W4vBNlklBg6ZwoWJxWTAllUFKJzWf8OUz9LFZSIgsQ9uso7FY8XTpR4wkVj2EZFHwwDg7oIpihm9eDOT39S8zpZ1JFSGmd3VrVhfWotlfQZ9corMKZJZn1jmLv/drHYHdlaeHfF9JmIHTrVGuOmufOn8kZtB6jlGU/ha7Q7sOGpTnJsWkwErF5hJqIwwFFkJE6vd4VPKKp/tyQdGD4DHiqejucPpLYON02iLVqn26kXZmDFhDH4boWUfOerQ7eNLZiiWEeTeKi98VIsp6anYcriJcpGGiRtnjYezl1dcD/LeWyKTRuvw4ROLcNR6wef80YqWEYQat+Ct2HR7gCSOwTWWNOk5ceIp5kOt3lrhI4YpmTZ6ILESJlqzdHHwE7065PX79xVOhcVkwL9+UB13YmX8mCTkTh6H/afOKx7Xs5AG+2Qdi3WylgXDgbzCB4BPiDZQ6LYwO11hFEetFIYf9fkisrGvs7l6OWja+DE+26qvQ8I/LLx+M26PAD3HAIKQMI0eveXr3n/38oJPQqytyxkwH4qSaaMHEith4m+WLlfhKSpnVqvdge1fWIO/eYxhv9yrOfAsuzpTGvR73B6sL60NuTQwXNQeKQwgWfjLP09tECcKHD3LwMUnyJ07grAMECxXORTvFZHC7HRpxkwExgPgnuvM2F7RDBcv+CyNxDM6joEgCHB7tNs2BEqYpWTa6ILESpj4m6Wrq4TkzqzlTR2aN1Ud672Q1BWyt82fjI++ao16a3/54CMORnqOwbK5E/HX2nOKme9wzUzkx12+bBPo82gJYeQJJFSSOAa9fWXJWgOC2hunrN6O1w/VBxU/hBcGwB8qmqXjFeW3lQGjYxk8/K1pePPTRqmKT4ya6Fhgy6oCn/uBvJ2KGkqmjS5IrAwArdb2oSp0ET3HYNuahfhLVQveLu+PunAMg6dvnoWrs8ZifWnt8H+ZAZKpMty6t8CC9456Z27PflCN52+fh6d3VEk3i+Fyq5UfW3VkxWxMxesH6wEorfVpCSE6YAD8261zsHTuJL8DgrXDgVt+fVi6rp6/fR5+tL0yIvsbqwgA4s2EWStP7sU781DbdknTbsDtAQ7UnZPsJdR5dGJTQ3UEWOteT0QGEitDRDAV/uRNVwGA5McibnOg7pxiO17wrqvmmY1R3WNILlSSdSwsJoNi7fdIg11hxDRcbrXq4w54xYjZmIrvbymXoi2b9tZhz9piWEwGmI2pPo6WxPDh7zwWADz/US2Wzp2ElQvMmq/9qOYbRd6AXNiLcCyDn5TMxn/uPkneKjL8Hfdovq+Eitb+lzd2KM4P9ffc/GkjXDIhIy4Vq3NTfrarBkXTTUEbrJLt/shCYmUI0VLhWhnlYiff1w/W41TbJcX2Ygnd6q0VQW8oEw0MvnFE9rZTOC0dG1bmAYCi5fqK/CzsqmyR/h7OsmWthoU7jtoUy0Ldbg9eOXAaK/Kz8P0t5SRUhhl5jkqgI+3SSHoUabvsxkv7vpb+TtaxuL9Q6WHEMcDbDy3ENxe7Saio8HfcBUDqeSU6SscD71Yohaz8W3EMoxAqQL/Pz5T0VGkpEvAmgO8/dR4b99Zh3dKZmqKFKoVGHhIrQ0Agha1W7eKAuWpLuY/zpp71Lg1V2bpCWqZod/q/ycye5K2gqFWJIX/4m22Jg06yjsU1U4yoaOpU9MtZd1N/xGTLqgLsrDyLFflZKMoxRXS9V6tnzPaK5gHb6BPhcdXEMT5CXItAiYtltm7F77dm0TT84zVZmDg2BdvKzmBKeiqWzJyAKlsXXvgoepdMoxFBEPBcyWzkmY3SvYhjgEcXT8MX1gsYk8xhX6121Va0Ekhz+evxJRYCaCUdi8UBWqKFKoVGHhIrgySYwlYvOfgbMMUSaABYtaU8pM/mBYBhtNejr7UYcVtelo8nDAAUTUtHahKnqOT5t1vn4L8+POmTfOcRvIlrv7hjPp7eUaW46H9QnCM50sr9Z3ZVtkjHIVIXsMVkwN61xXin/Az+Vm+XumK7eIGqSEaAhvOXfR771d35aLvYDcB3OVQb5QhiNOgBeN2FxehkoidKB1vqkedxyfEAMI1ORlGOCXvWFmP38RYcqzuD/znYGPJnXz/NhCON9uAbjhDy+2ywpS71fZMXfJsdimhVNFKl0MhDYmWQBFLY4gAulguK14GLFxQXRrKOlUqgdxy1+e11ooWWUOEY4J3yZuz8sgVbVhXgQN05RcfbL5u7JA+Um+ZMxINFUzHZmOpN6NV4Q7dH8MlB0XMM7i20hHQcRhox0mU2puK3R874JDZvWJmHtovd6HK48MahelDvwaFHfq7kmcfhuZI5Pq0WxN8JgOa5UmROxnsnr0jnqnopkRKl/Q/IjxZPx4wJYxR5XE3tl/HK/noI8LaYsF/ukZxZf/3X02EdSxbA503R5Rslv88Gu6TVtzmOAZ5dPhu7qlowNd2ArDQD3jrc6FNhWFrTipLcTJQ3dfjtBE4MDyRWBkkghS2/mcqVu9jyvsrWBUBZqaJVOQR4Bc0v7piPPSe+wZ6vWgOaOonjhNPFw9blxLMlc7Bk5gTsrDyLdEMSXu2rkOlxe3Dj7AkoyjHh9YP1fteuxU7EYg6KWMmkNleLxExDvQQnn22rZ0osA6laSey4vPmzhvit5YwC9ByDv8sxYbIxVfFbtXQ5/XZSttodKGtoxygAH/3oBk0HW8AbtRRzLxKdPPM4nGi5AJfHe72KZpRy/v1PNRDg/U08giBFC1Zdnx226PMAUVliFOxS9pvsLQD/sfskAKDKdgF/eKQI9xZaUFrTio176yTR8uKeU9i0t06qONyyqiCg4CaGDhIrgySYO6p8AFcrca2mfqIFtLpz8+pF2fjHa7Lg8ghBXVblokgUDfLQ+dYjTUFFxW3zJ+PqrLEA+sVUoByUSHgSaC3ByQWid8mnP4HQIxNx5U0dOH3uUtR72cQyDLy/wWsHG/DWZ41gGEaKkng8gpTwKI/EKUz+OOCjud7rSD0glNXb8eBbn5NQ6aPKdgFJHIPnSmZpJoSW1rQqrgsRp4vHG5/WS38ncQxmZ47F8b5lUxEGwANFFrzzefOAj/m0jFFobL/i9/mRqFLy9/7qud+/7KjCrfMzcV/hVHQ6eqXItPd+0X/ePrC5DO4+gbi3r9qQGB5IrAwB/nIzwh3Ay+rt2FZ2BntPtPkMolsPN+G+wqkozE4PWHarJYrU0QetfSrJzcSLe05Jn7vnRBuevnmWT5VNoO8w0jkqWktPaoG44prJeKe8WfG6ZB0LPcsolsaIoUd+hspv8uqeSxzb30ROYfLHAx991YZf76uXfHTWLZ2JPLNRisoQ/YjXrlblyot7Tike07OAy+Obp7H2ppm4df5kLN10UPE7CQDeLW8GM0A5kaJj8cBCixS9AIA5k8bgpCwJW1m9E9mAZ3OnE68dbMDmTxvAMP25U3oWALyVRfLctx6N3lbE0EJiZZgJdQAvq7fjnjfK/D7f3WdFvnKBGRtW5mHde5XgBe9NYG3fDVxr/dRfArBWZOSpZbMkIzrx86J5pqC19CQXY2Zjqmay8k1zJmLPiW8Uj40fk4SOyy6aqQ8RDAA9x6K3r5VBEscoIivypE/e099ETmHyxwFdV1wKh+L1pbXkkRMm5U0dvhFExhuFyTMbpcR4HQPMN4+VktNLa1px3HZBiuSGUuIs/505AFMzRuHvppvwD3mTsXprBQBvvouOYxVCRU1BdjouOl04EWI143DhXW7v/94ewVtZpOcYlOROwq6q/ih3p6N35HcwgSCxEiVotbqX1/4D3jV6q92BZz+oBt/XTXTz9xdg0VUTAGgnLIaT+FqSm6nwSon2DHd/USJRjPlLVt5d3YokVa3i+Ut0oxlKBAAewYMfFOfAaNBLybFy875XDpzG9gpv1Es8N1cuMOPjJxejrKEdznYb1h8+4/PeLl4IqddQoqHnGOSZjT6Pa5Xxu3hBqgaSdx5++HfHpAnNo8U5sNod2HOiTVMcJutY8B6PorJu0YwMfDc/C0+9Xwm3B2hov4KGvqUfeTf6Xlk/Lq2Kxmhp+ireJcTdkxdJ7D6uXI7f0hf9juYJXizDRnoHCC8r8rMUfz9WPB1PLZuleMzW5VSID7cHONvlLQUVIyhPv1+Fm186JGX5izNVILCnBdA/+G+4My9mTI4sJgNWLjBr7qu4ZKZFLy/gseLpGD8mabh3MWFxe7zlxo8W50gCUvytLCYDHl8yQ/PctJgMuOPaLJzucGmKTT3HYH7WuBH9LtFKvnkc7i+0QMd6B9DVWyuka19EjJQ8Vjxduh7kx1vdefiVA6el97CYDNi2ZqH0uhQdi8eKp+O5ktnYu7YYL96Zr/Ao2X/qPJ7eUeVjDfBOhdVngiASzcHM/sVLX9T6rcftwbvlVuw4avP5DYjBQ5GVKKEox4Q/PFKkMFWz2h2akQ55mLwgOw2A/whKuHkz8dALQ56js2FlnmYvGT3HYM6ksRRRGWYChcYDnZvWDge2f+Xr1cL1VXRVn73g81wiUmm7gEpZMqy/6KnFZMCzJXNwX+FUn+OtrkDcXtGs8EoqyjFh37olPq+TR3nlqK0aAK8gcfNCXFj9A/05P2rESstArrZStZvDPdy7GVeQWIkixIodEX99b7asKoC14wpGOVphSfe94agjKPEgQEJFnaPz/eunam737PLZeOr9ypHduTjltrxMVDR1ovVCt89zwULj6nNTFJrnL3ajVzUYyHNVKGXFPxccvdhx1Oa3ak/rsQ+fWIT/90EF9jU6AfSLHqB/6U7dv8mfz02KjsULd8zHlsONqLJdkMRJvPgw6ljgzuum+CTuy/EnGtXVbnPnOjBt/Jjh3uW4gMRKlCPeXNSD8IdPLEKH9bxiO2pn7htheuOQdsXPMWsXudgOEd+ZPREff9WfsCzPJ+kJI1FbLEd28QJSdCySWKC3ryx0zaJpECBg82eNlFwbBLHiRvRDkk+A/LUGsaQbcPvsUThi65XuMWZjakB3bnXH8+tzTJg9aSyKZ45XNBGNN9we7/0jEGKPN/XxVle7VTR1klgJERIrMYJ6EK5o6kSOKuMokSIo/pDfQPWsb/MywBuiFSNSxOD5U+VZxcDEMl7TMcCbJK7Ok9IaMK12h6IcudvtwYPzRmPezGmwpI+SKlb0bL8fh44BZkwcE3L/q0TDxQt4YHMZ/vrUjZoTHrX4mDRahze/dy12HW/Divws2LqcAZPzxQmSaJy2/9R5lDV0wGjQx61QEfF3znEAhL6lyu/3VSL29BnIaVW7icv4RHBIrMQI6mWeguw0RWSF6B8ERZ+ZQ6fOYZcsY59lvBVPDxZ5l4Z+82kDeCopGTTyHlOAssRVfXT9DZjlTR0+7RyKzClYfm0WdlbKDM1kY6BbCL1RZ7zjLxfE7YHk/xGsMrDtshtP/+mY1N9ry6qCoK7U4utFceJ08fiwutXv/uhYBrxHiIu8FS086E8YVlv1q6vd5Mv4RHBIrMQI6mWeLGMyOqzBX5coqAfBLasK8GFNm2Ibj+AtW9538hsI8Pp7sAwwYUwy2i72RGbH4xwXLygGRX8DplyMcwzwi9tzMQleEaRuBpqIjEricKXXvyW+/Miw0M4PCdYS42S7S/Hb2LqcQZeWrXYHNu6tUzxWZfOf/Jw7eawiITjeUJ+honGcutoty5iFykqabIYDiZUYQr7Mw/OJ3cBNjXoQ3Fl51q+Jlbwc1iMA7ZdJqAwnera/ZFUuPNQ3cLnfx0/+dAIbbkqDtaO/GWgid8sOJFTU/FPxdGw93IRutwcpsgaQwfLa5mToNU0WAy0tlzd1hLXk03HFFfK2sY6OAX7/UBGqbF3odPRKTRATfal+oJBYIeICH5t9WePFYCTqADjUZI5L0awIenpHFa6xeNfmReGh5xhsWVWguHGr/T5OtrtwpalT4Sv0WPF0dDpcmDlhNNaX1obkqppIcAxwX+FUzRJlIHBe26TROnz4xCK/jSMB33yjwux0H/PKwCTO7zVjojdxVt4IcdPeOmxdXdhXzUmly+FAYoWIKfxWM2jMGuXJf6LN+01zJvo0gkzWsRAEgZoaDpJzF7t9nFKB/qUgoN/F1MULsHU5Fdupoy5zMvSYm52mEKFiGfSOozYSKhr85JY5CifncLGkG/xWp6irtcQ2H3MyxwZc+pFj7XQG3ygG4RgGP1gyHS/v728KWdt2CQ+8WQa37DTtdntw/5tl4AVQ6XKYkFghYoZg1QzqWaPFZIBpdLI0ePa4PZhvHoe/1p6D08VLN9yS3EyU1rRKfZGIgcELwCOLspFmSMIZ+xW8f9QmRVHMxlRMNqb6zZmw2h2KqMub37sWKRebYUnXXrowG1PjxmBsKNmwpw5L507SbGA6GLSqtfxdL9+ZPR77ahMrH+ORxdNw13UWfNVyUZFw7hZ8mzKK/6bS5fAgsULEDOH0ORJRLw+V5GaiJDfT5yau1VOFCJ9LTjd+e+QMnC4eSRwDnayMc+/aYr85E/Lf1sULONvVLZXmaxnHrd5a4SNURPGiZ4GrJ4+TcjbiOaFTjdzMLZCwDxd1tZYWsyeNQf25S9hXe95vkm+8omMZfGfjAc1j9E+LcyBAwBuHGhSiRcdQ6XI4kFghYoZg1QxaBGp2KEe9JEEMjHcrrJIhnHxZrcftwQ/fPYbnSub4OKEC4ZXmq51TRZEifprLA0mg6LTb0cQkSRyLf1o8TbHUoEa8LgYi7AOh8C/ivJ0H1XbzvW6P9FgiCRUAAX+T4pnjYetyKoQKxwD/vjiNSpfDgMQKETMMp0uv2o3zhhmmhAtlDwXyNBIdyyjySqpsF3DPG2X4wyNFkquqfKlCqzTf2uHAUesFmI2psHU5UZid7jNwBprxuwXgtvmZaLvUg/Io6eQ7UHp5Dxrb/TfIu3VeJp5ZPlu6LsIV9oFQX3tay6Zid2VCidjvTX7Obl11HVIu+rfrJ3whsULEFOG69AbLc5G/75ZVBdhZeRbXTzfh7XIysRkMt87LhCXdgM2fNfgkLu+sPCs16lT/NmLUhed5tF1244FfH1ZEUcTtxIHTbEzFqi3lmt2ZRUq/asO2NQslF9xYRc8xmJKe6vf5T05+g2eWzwYQpElkgFwWURwG6iskdhRO4lj08okWQwmf7RXN+POXZ7GqL5+rJDcTWcZkVFaSWAkHEitEXBNKOLys3o5tZWew90QbenkB2yvoJjIQxOWYZB2LfSe/QbfbA5YBcsaPQv35/ln39dO9UZVgv43cpExE7gQqbrtnbTFKa1rR6ejF5k8bfJYnxMqj52+fh1cP1ses6+2ji6djTIreb6mwug+TlrAPJN7l4tCfsJe/XoRjvL+9O8GznQMlfHe7PXjtYIOUNyenrN4uRV/kfZwIJWzwTQgidhGXDABohsPL6u24540y7K5updLlQSLA29LghpwMKdLhEaAQKgCkfk3BfhvRpEyO1nYWkwGPFudgxoQxPkJFfI2eZfCj7ZUxJVQ4Rplw8/L+eqwvrYUAr9/M/YUWxfN6jT5MarQEoojawVb+nNbrRXiBhAoQWmWa+riWNXjvP9srmnHPG2Uoq7cP3w7GOBRZIeIaeThczzJ45cBpxQxmZ+XZCO9hfOERgH2nzvl9PlnHov7cZbx+sB4luZkBc5DkJmXynBV/y4CF2ekKn5ckjsFTy2Yhz2zExk/qNF8TabRm47fNz0RWmgFvfloPLf3s4r3dp7etWYg/HrOh2+2BnvV2WA63Ok4ubrQcbAO9nggNBl7bfZfHV2z/uUrp+bSt7AxFV/xAYoWIW+Rr82ZjKu55owyAdw1ZTPJckZ+lWPZ5rHg6LjndlLMyxCRxLNbckI23PmvCqwe9lRMb99Zh79pin+ogq93R1+jNjfwAJmVqLCYD9vYtCQGQwu3qZYtoQms2vnjWBJw+d0kzSiQiLm3tWVscVsJ5oFyWYA628kahf6lqwTvlVvK5CQEB3ujTY8XTJVNDMScrzaDMQfrk5Dew2h1kya8BiRUiLpGvres5BjfMyFA8v7PyLCb3zdZ/dXc+jjTYpYjL6wf9lyES4cOxDFYuyMKptkuKhEx1jgWg/N0G4vApLgmJ7DhqG3KhwgKYljEK9cNQ/aJnGehZBps/awy4Xai9e7QI9Bp/Drby30XH0LJPMNIMenQ6+vsgeQRg82eNuK/Q2/Hd2uHAuj3t6OHbFVVzWteEP4bS9C8WILFCxCVqk7FP65RlyNdPN/UPijoW65bOxGSjd5ZTkpuJX35c67dnEMsoS3SJwPAeAe+U+yYt61j4LDXIf7ehcPgc7LKFepmmaFo6nrxpJt75/MywiBWXR8DTO6r8lmOL5+pINsSz2h145cDp/h5NdO4HRS5URFy8gFcOnMbjS2agoqkTPX2npNsjaDb3DESoVY7xBIkVIi4pzE5XeHC4hf4meCvys2DrcvYPin3W4S998rV00f/+oSLJXtzHy0NITEvxoUTHejvSqm+wCr8bbvAOn/IeUS/uOaWZRJ2sY/GLO+bjSIMdHAOFsBIAyY2VBXBvoWVIS6CTOAZL505S9KuSn3N6jsFDN0zDkpkTgubsDAda1T/EwNle0YxdlS34r+/OVTy+YWUeXB4h5N93qE3/YgESK0RcYjEZsG3NQklwyJvgAd6bsHrGLb/oi3JM2LZmIbaVnYH9cg/KZIZiHgAH6tpH+ivFLPq+5EIgeGRAFBfenJXWIXH4FJeGxB5QnY5epBmSkGc2KgTAP16TBavdgR1HbZKo4VgGfF8YzQNg3XuVmkmv4XLb/MlITfZ2B59sTMUnJ7+REoNTdCy2ri6MiDiRo46oEAOH8Zr+AvDeZ/7W2Kl43uURNJ2d/S31DMTNO9ZhBEGI6aAez/OorKxEfn4+OI4L/oI4IVG/d7gENMCyO1Ba04pNe+vQ7fYowqlWuwNLNx306SAsJ5h7KuH14Hj74SJU2boAIOTli0ie32X1drz0SR0+b+zQTCAVf3cxKjItw4D/OVAPT1/TOoABH+C2qmcBjmUV5xwAKTFYLaKGE/H6WGAZhw5rHdItM6Xqq2ARJHNaKq61GFFa3RowGZhQoucY/OL2XPzLjmq4BYTkaaO1TTzkrIRznVNkhYhrAiYTymbc6ou+vKnDR6gw8M603R5vpGbLqgJU2bpQ1mBXdFol+uEFb98ledJrtCKKV3/LRYB32eZ3axZKYgLwVht5BO8gtG3NQgDAA5s/l5ImdSzw4p35KG/swFFrJ9JS9fhbX6TO6eKlPIZHi3NGNBdB/VnPXj8Wz//pcEhtDADA1ulE+6UeMAz1vw6GaOSn5xhsWJmHZz/wChU9x2DLqgLN3zjYUs9AkqtjGRIrRMKjddEXZqf7OIUKAJ5aOhPjx6ZIA1WsW7iPBGajr0V8tM0KA+VmcAyweOZ4zJo0RrGUCCirjcRy4pULzPiXm2dJvXPcHuBk20W/5fBiHoNYUjyUuQiBjrP6sz6udyq+i55lJAM/fwRqc0D089SyWTCNTvZpMimeM1ok4lJPIEisEIQGFpMBTy2bpWjWpmOB5bkTpeqU4SiLjUfEm7E4cMqXGKKlkkHLmRXoj5aojbrk30VrQCnJzcRLn3wtPd7c4TsgqfMYRFExVANUsChNYXY6UnSsJDgqWrolU71UPYfvXz8Vrx1sCPgZLONtWEnuz/7RsYzP8mcov/FwNm6NRUisEIQf5AOOnmPwfxaMQUVTJziWg8Vk8LnZE76k6FhvgnK9XRIo8iWGaKlkUP+WHAP80+Ic3FtoCZpLsGVVgWJZaMdRm08X6ZYup6Lih2OgSNQVrfKHcoAKJUrznTkTpf1yeYBnls3A+DGp0nfZcrgpYN6WR/AKLloI8g+r7JoAi8mAN793Ld76aw3WfDs34G+caEs9gSCxQhB+kA8cmWOTsGZrBXrKq5GiY7G2r6Jl1aJsxewzUTxY9Kx3sFV/V3EQ5higIDsdx6ydWF9aqxAo8tLcaAlvW0wGrF06U4qk8QKQM2F0SLkE4tJPoC7SFpMBf3ikCNvKzmBKeiqWzJygEG9yq/yhGqDkAixFxyqOs9ayVzIHLL96ksLXZu/aYjzwZhmsndpLFQCCLhUlOr28oBCKVrsDD//uGJwuHkd+dywqIouxAIkVggiAOHC8V2GVTJy6Zb4sK66ZrNg+Ue7b/qo/xGgBL0BR7q0WKPJoxFDdqAebB6OOpGnl2gD+cwlKa1oVIqa0plWRWFyUY1IsJ41EiF9Q/V9Evex113VmFI/v9ikVb+lyBhQqhBfR1TdFx+L2a7Ow/QubVPKerBKKieiRMhREVKx8+9vfxtmzykZyjzzyCJ5++ukI7RFBaFOQnYZkDpJgAbw3mgtOd+R2KoZI0bF4oc94Td5IUmSwQmMoqmgsJgO2rCqQvHlWb63QfB+tpRqr3YGNe5XNEl/ccypgqfZwh/jlFW1qG3e14PpB8XR0WJX7b7U78MCbZcO2f/GEWNmzdXUhqmxdklABgDWLpiW8R8pQEPHIyhNPPIG77rpL+ttgIIVJjAzhDJCWdAM2LsuAVUjHS5+clpIQr7UYUVrTKkVU9CzgEZQ+G7SeD6xalI1nP6iG08VLlS/ysLhaaGQZk8N6/6Gardq6nCHl06iFhlapey8v+ERXRhKtQVF+zssFV5YxGR2yYiXREI6s9UPHX2WPAEHKYxLPmw+fWIQ/HqrCHYvzKKoSIhEXK6NGjcL48eMjvRtEgjGQmfik0Tosz5+OW+dlobypA3qWwY+2V0rP3zY/E3tOfAOXbNASqysSmVQ9hzRDkl8xoSU0VuRnhvUZQzVbHej7qNs7RAPqCBAAvzk1PN8fMrTaHVi26SAljoeJ/HzZuLcOPW4PkjgGWw83+ZhOWtINuDE7dUgcmhOFiIuVN998E6+++iomTZqE5cuX46GHHkJSUlLY7yO/2BIB8fsm2vceKsoa2hUDZFlDO7KMWQC8HVErmjpRkJ0m3UzkxzvLmIwV+Zl4bmeN4j3bLnYrbvC3zJuIPV99MxJfJypJ4hisvWkmludOBABFKe8CyzjpmC6wjFMIBPlzoZ7fWcZkfPjEIul3yzImD+jaGOj7ZBmTsXXVdfj+lgqpAWayjsWyuRMieo2K5yoA/PHYWc1z3trhwOcNdozpdoPnebz9eRMJlQEwP2ssmjsuo2i6CR/96AZUNHXCfqUHL3zkXV6TH3O6f3sJ5/tH1G5/69atmDt3LsaOHYvq6mq8+OKL+M53voP//M//DPk9RLteggiHtsvuvhbt3iqIjcsyMGm0zu/jWtSc68HPDvb3+Fg1fzR+X3MZbg+QxAHXZSbjiK1npL5SVLFilgE3TfcKvZPtLszJ0Cv+rT6mbZfdfp+LJdouu1Fm6wEgoMicEjXfpe2yG3sbnPhL3RXwQv+5DUBxvv/khjT8/GAnSKoMnJ8XpyF3gncZM5z7SSITEbv9//7v/8bLL78ccJsdO3Zg3rx5WLVqlfTY7NmzMXbsWDzxxBN4+umnkZYWXrfVefPmJVSPHJ7nUV1dnXDfeyiZO9c3gvLHY2fRw3ubFPbwwBVDJvLzszSPdz6AGTPs+HNVK64aPwq/2FMHt8drAgUgIYUKA2DjnfNwW753xn7Lr/vt27euug5rbzD5fe1y2b9j+fxeHnyTEcXa4cB9v/pMWo7UcwzeWnUdiqab8JtPGxTne80lAzzoDPR2RBA+70jCA8vypb+17jOxfH4PJeJxCIUhFyv3338/brnlloDbmM2+3SUBr7oCAKvVGrZY4TguIX/0RP3eQ8G08WMUnhIAUDQ9Q7EkUTQ9Q3F81cd70VUTMCV9NL794n4p/O9OlPplDQQAPFhwHIej1gsKW/FVW7/AvnVLNHOD/CU70/k9eI5aLyjyply8gNaLvTjb1YOXPjktPZ7EAd+9ZjL+XNVCjrSDwJiapDhn5fcZeeNIgM7vcBhysZKeno709IElt504cQIAKOGWiBgDcRAtrWmFfImfY7wND3t5ASyQcCF10Z9EnXTqUpljiQxFNRDhH60+V3qW8algunvuGEw2pmLp3EkKt13Ci44Frp48DlW2CwG3++DYWTxWPCPoeb7hpvAm5IkOG6kP/vLLL7F161acPHkSzc3N+PDDD/HTn/4U3/72tzF58uTgb0AQw4TFZMDKBeYBlxTeOm8yWMa7FKTjInaJDTmPFU9Hnnlc0O3E8k2LyYBtaxZCz3mPhb/qGq1qIGLoEPtcyVn3XiX0LINUvXdWn6rnMCNdh1t+fZiEil8YrFk0DXqVf/79hRbcOKt/gt3d52mjRm0aeLLdNby7G2dELNMnKSkJH374IV5++WX09vZi8uTJuOuuu/Dwww9HapcIYkCU5GZKpYoA8GFNq7QU1Mt78IPiHBy1dqK8MXYGYQbA301LxxHZPs+ZNBZphiScaL2oKNG9dV4m9p38RirPlAuSohwT9q1b4hOpki/7kEnW8FOSm4kNe05JvxsvAE/vqMK2NQth63JigWUc3tpzTOFqO988Dl+1XFQYnCUybo+Ap96v8lnmfe9os+J60DqH1aaBKTpWSjonQiNiYuXqq6/Ge++9F6mPJ4iQsdodKGtoxyiHtlutxWTAOllfGbdHaS1/b6EF9xZafHqxRDP/duscjDMkKcTK0zuq4OIFJHEMdCwDt8f7/Z5ZPhvPLJ/td+lMbaCmteyjXnqLxpLOwbrsRhIxynX/m2VSSwTRxGzlAjMaz1/C9q8uK15zPMhyRyKiFioM4CPc52tEH9VLbj/6zlWYNJqObzhQDRVBqJAPSkC/kVYy583slyflitvmmY1SdEDPMdiwMg8uj6CwY191fTZeP1gfEzks60tP4vcPFSm+k3hT7uUFPFcyGwDQ6ehFaU0rSnIzJYOxYGgt+wxm2W0kGAo7/0hTlGPCxrvyFUaGYn5RRVMnemPhxBxhbpw1HjfMyMDzH9XCxQs+3bIfvzEHmz9r8t4fdCz2nfwGu6tb8dInXyvOEXX0cHnuRHRYSayEA4kVgpChHpSevOkqaWDt4b03dXlmv3zb52+fJ0Ufnv2gWrpZldXbpX4zsYLbAxyoO4fvXz8VzR1OLJs7UbLLT9VzyDMb8f0t5dJscdPeOuxZWxzSAB6Lyz7x0nxO3SFZzC8qyE5DEgsfwZLorSL2nzqPsoYObFiZJ13bcsak6KWooP1yjxRdledehdLegAgOiRWCkKEelABIA6uOBbKMKQCAsno7Nn5Sp9j2SINd0VfmtYOnccHpxkc1rYghnSLxxqEGab/3nGhTRIvUYe1uVaO8QAyk4irSxKLA0sJfv6CKpk7ccpUBfzrlUGwfg6ftkON08d42GhoX8aa9dVJU0Wp3KFyazcZULN10ED1uD5J1LPauLdZsb0CEBokVgpChvpmX5GYiz2yUIiMP/+4Ynr99niKUDngFzYr8LHxwtBmuvjH8nfLmkf8CQ4Q63O3iBTy9o0rhkyLve5SiYzUHcH95HsPdcXioiUWBpUWgfkH6+ClcG1KSdSz2nmjTfE4u0tXHtrSmVdH1OpJNLeMBEisEIUNrUCpv6lBETN4uV8ZvZ08aA2OqHj//y1eSUBlpWABTM0ahsf3KkLzf4pnjcaTe7mMm9sqB03h8iddDYu/aYpTWeMtcS3IzQ/JPidVBHog9gaVGLhzFSMArB073G/eFeO6aDHrYHYlRdnvjrPGYPWksXj1YLz3GAtD1+daIERR1V2Vi6CGxQhAqWrqcqGjqgNmYCovJ4BNtub/QoihDrm27FMG99eIBwhIqLACGZfyWpT66OAc/vy0X75SfweZPG6Vch+0VzdhV2SIJj0AzxXjJ84gH1MJxy6oCrN5aoahOS+IAhvFGy3Qs4K+XYaIIFQA4eOo8Pvv6vOIxD4BFMzJQNN2EPLNROo5qQV6Sm4lNe+vQ7fYgRceiJDe8TuKEEhIrBCGjrN6Oe94oA+AdmP/wSBGKckz48IlFeGvPl5iclYlrLGn45xtz8Mr++phc02cALJyWjgoN46rZk8bgB8U5KMrx9vB5tmQO7iucilcOnMb2Cu+yVqjCI17yPOIBtXDcWXlWIVTuus6M4vHdmDt3Lo5aL0DPMlj3XmVM5loNJR4AHg3Rtv/Uefyt3o61S2f6FeQWkwF71hbH/NJhtEBihSBk7Kw8q/h7W9kZ2LqcyBybhPdOXEJP9SW89MlpxfJILMEygEcA/qZhUMcx3ijRsx9U4xpLmuKm+/iSGdhV2RKW8IiXPI94QC0cr59uksQnAPxjXiZSLjbDkm4Ax3K4+aVDCS9UgtHddw8IJMhpWWjoILFCJByBzL3UN/G9J9qwu7q1z2fE+1isChXAK1S0kPuoOF08SmtaYRqdrFiHH4jwoJt1dKD+/dR28Ge7upHTl2Arj8IQ/STrWAiCIPVYEpd2SnIzSZCPACRWiITCanf4lBOKN5iyejue3lEFwBuBmJ81DpV9Lp6uOG1KeF/hFIxN1YMBg7cON0rHRVxrl6/Dk/CIbdS/nzwiUJCdhg6rNzdDHoVJNJI4Fi7eo1je1bEMHv7WNNxXOBUANJPK6boYfkisEAnFu+VWRTnhu+VW3FtoQWlNK37xUa0U+vYIkISKSLwJlX+/dQ6Wzp0kJV6m6Fg8VjwdzR1OqZkdJcbGD+qIoj+TMvG50ppWvLjnlKJbc7zTy3vwXMlsmEYnQ88ykhHcb4+cwX2FU4MmlRPDB4kVIqGwdihNr2rbLg6qZ0+qnoUzUvXKYZCsY+ERBIWx1ThDkiLk3+32YPNnjUGbshGxh78yclGEqk3K5IOy6Moaz4i+QqK3ksVkwI6jNsXSKIn2yEI2QETCYLU7YElX3mxmTxo7qHB3LAgVHQv8+OZZWGBJg9jdXhQhYsgfUOatAADHMNiyqoBu0HGAVhl5KOSZjX6fYxlgTBI3FLsXcTiWwXMlszX7+QAk2qMBiqwQCYF8ZpmsY3HTnIl4sGgqJhtTsfVIU1yvz7s9wH/sPin9zbEMvn/9VOnvJ2+6CgAwaWyKolyVFwRU2bqkMmYidhloGXmVrUvxt9griGO8YuVSb/91wwLIzhiFM/YrMVdJ1MsLMI1OBgCFwZu/pPJY7sAdq5BYIRIC+cyyx+3BjbMnoCjHBKvdIQ3WeWYjDtSdw+sHG2LSPyVUeI+A1w424I1DjeBY7406WceCAWJukCFCY6DVXF0qAzgB3gjcXQumKJycb52XiWeWz0ZLlxP/VXoSx22x1VFYdKINtFQmEm/OzLECiRUiIfDXwE0ebVm3dCa+/uZSXAsVObwggA9Qjp0cwHWTZpaxR7jVXFa7A28dbvR53MUL6HIqRYwl3YB3ys/gtYMNg97PkeSfb8xBdsZoqZw7FMdlcmaODCRWiIRAXuEgUlrTqoi2JEIiYSiIwk2r3w9AM0s58Sza1J215XAMo/j7N4fqYzIqt/mzJsX5G8pSGTkzRwYSK0RCIbZw37i3DkIM3lxHgtWLsqX1e63BmGaWXuJdtMkHZXXy9a7jLYptY1GoAL4GiKEslZEzc2QgsULELeqBVp23QviiZ4Eth5skczgG8DGHo5mll3gXbfJB2WxM9Wl8ONyIybzDjeglI57jcoffQIIlnn7rWIDEChGXaM16zcbUSO9W1OP2AIKn3zRPRD4Y08zSSzyINlHQL7CM03xePihvWVWAB9/6XIqw6BjgWzPH48Cp8z6iIolj4PYIfts7hMJQC5UbZ43H/lPnfR7vVbWZEKOv8Rgti2VIrBBxyUB9JRId+QCRxDFgGUaKrJiNqYqyzkS/ice6aFML+g03pQXcdlvZGcVSkFvwdh/Ws4Dcbuix4um4r3AqWrqceHDz53B5BMl0bSThGAZ831pvso5F0XSTj1hJ0bEQ4BXmoqdKPEfLYhkSK0RcojXr/dLaCY5lwHsE6FjvzI/wz1PLZklN2uTLALE+44znpNhwUAv6k+0uLNfYrqzejgc2l8HfyqnL4xUonQ4XVuRnSb48FpMB+55aIp0/97/5uSQe5LAM8PfzMnGpx41DdeeHRNSk6jlsWVUg+cSIVW1i1ESeRA5AOh8ASH2xUnRsTEbL4hUSK0Rcop71tnQ58aPtldLzhdlpONJA0RYA4ADw8Bp96ThWmmWK1UCi9Xg8zDjL6u3SUsZgRZc8MqHnGGxbszCqDfTUIk0t6Odk6DVf8+Bbn/sVKoBXGCyZOQFVti5U2bow2ZiqaPAn/vuRxdM0S5vvKZiCD46dRbfbgySOBTweTcGiTvL1x42zxuPnt+XCYjJIv4f43besKoCty+kjVMV/W+0OKbpIU5nogsQKEbfIb5QvfKQsSyahIoMBnls+22eWKb+Zx0t+hjznYrCiSx6ZcPECHthchr8+dWNERZy/qJG/yiVR0C+wjEOHtc7n/cqbOnwEQhLH4Klls5BnNsLW5YTZmIrvbymXcpxe3HMKn6xb4nMc7iucKiVvi6ToWIxLTUJ332O9vAc/KM5BbdtFxZLNrfMy8WDRVMXnyNEx3mUpADhSb/c5Jmo/JX/Iy7V73J6YFeXxCIkVIq5Q36ytdgdKa1qx98Q3kd61qIUXANPoZOl4iQTq0huLN3D1wKvnmEGJrsLsdOhYSFEHtwd4p/wMZkwYE9IxGurlqEBRI3+VS+J/PM9LXZfV31EUqToWeORbObi30KLY3x1HbQoB0csLKK1p9elObDEZsHdtMUprWtHlcEGAgDRDEjodvYrtjAa9T37JfPM4FOWYsG7pTE0/pKuzxqGqzzVXLTLUVYDrS2vx0idfa0bVzMZUKYITq6I8XiGxQsQN6tnjllUFmuWWlK/iRSwN1XMMTp+7hD9/eRZP76iCS2a/ry5bjjWRIhcEat+QbWsWDur7WEwGPPKtHLx6sF567I1DDeAFb8Rgz9piv+8/1B4twaJGA4mMBVs6EfGKttCvKTEnRCRZxyKJY6S2DyW5mWjpcipe0+nohdXuQEluppR3IqdKZu+v/n7y7y6iFVWz2h1YvbUCLl6AnqMmntEGiRUiblDPHndWnvW5qXEsgxfvzMPJtosxZw0+HDDwLmGoj4W/suVYQksQDHV06N5CC7YcbkS326MYsLvdHs3ogshQe7QEixqFExkTo5GiqAgmpiwmA37/0EJJLKVotGkQhU/9ucsKoQJ4z7XnSmZLxmyiJ5Kc1w424LdHzih+Q7MxFTsrz2J7RbO03d0FU/D4khmKHBRRcFXZuhTfSS3Y1Mt6NpVgIiILiRUiblDPHlfkZ+GPR5sVyYG8R8C/7KjCU8tm4TuzxmOfhu9CohBqbCk5RqsitATBygVmvy0EwhEx8u33rC1GeVMHTp+7FLIAHuocoFCiRqFExqwdDtzy68NBoxBqinJM2LduSdB8GR3r+1p5Mrf8+6ToWIWw0foNJxtTsauyRTqOaqGiFqtidZvW7xwPeVnxDIkVIm5Qzx4BgGNZuD3KmVwvL2B9aS1SdCxYAORlq0TtibFm0bSYi6oAysEnRcfCfrkHVrvDZ9atLsuWL3sAvgnHWoPgygVmWO0OhfuvvyaQwNB7tIQbORG/t/g9s4ze9goVTZ0+0chkjWPnbx+CNf5zeyDl+YiJuv56UKnFtJaACPS9wxGrwd6LiDwkVoi4Qn7DVCf+qel2e3B/oQV/qLDGbG+ToYCFt9zTA2D2pLEQoFwWsnY4gg5U0Yi8eeXGvXWKxEoA/WXHLAOXpz/XQ1zO8Je3EyhZdW9flEVrsFNHb+Tn6lAk24YUOZEJLRE9x2DrquuQAqAgO00SeMk6FqsXZWPr4SafY+cvgqJObhdFkTxiESwHRnx/+bWrXt4J5Xv7i5QEOtaxmJeVKJBYIeIW+c0qWcdiWsYo1LZdUmzzh3IrRq7bSfRw2/zJOHepG180dcAtQFoO23/qPH51dz6Sdaw0WOyubsVfa89FlRFcOIN7Q/sV6bvI3Yyl/ARVYqiY+6HO2xFzUMzGVCk6oF4i8zfYBUqoHcmGiHKhJeLiBaza+gVeWmZCfroyulDe1CEtxQSyow+U3B6qQJGjrspZkZ8VtF+PGq1ISbw3n4xnSKwQcYF88AL6Z37izBoA8sxGRcUEgIQUKgDwYU2LX6OvPSe+wd61xXjlwGkpeTGakmxDHXC0ogiAdyCcLJvtqxGXwdQ28i/uOYU8sxHf31Ie0CRNi0AJtSPVENFqd8B+uccnFwTwCpa9DQ5cMZxF0fQMrFxglp6TRyfEfRT/Lwq4QMntThcPW5dT8Z7B9lNelfP87fMG7J6sFo/x3nwyniGxQsQ86gQ+ju13Yd2yqkAxE9ywMg/r3qvStP1OJAINtnu+asV88zisyM9SJC+Gk3A4nJb2oQ44WlEEANhWdgbPLJ8tCdkNH9cqRMnGu/LRdrEbv/z4FOSZE728gG1lZxQRF7mnh1hFA0AzYdRf8mYoiZ3hHE+tbeXXSBLH4NZ5mbjWYsT60pPSufCnUw786VS1T6m6Og9MXnq8cW8dSnIzNZPbB3ruqKtyjjTYNQXSQKAk2tiFxAoR86gT+MSEWqeLx8ZP6hQ3OpdHwNsPL8QDmz8nrxUZRdPSUdboDbO7PMD60toBhe+B4V/WCHXA0fLXALzLWqU1rdh0Vz4eLc5BSW4mXjt4Gl+1XMRteZPh8gjocrg0z4+Palp9krL1LAOr3YGlmw5KQmbT3jqFz4o8f0ZNoOeA8I6nv23l10gvL2B3dSv2nmhDv9tOP2oBKIoWUQStWpQt5TT1yEq01UsuA01W1RI+f/ryrOLY+kvKDQYl0cYuJFaImKcwO91v35Dyxn6/BrEipDA7Hf9y8yxNJ8xEZencifiyucsnTyOc8L3IcIfaQx1wxO1++O4xhWkYAHgEKHpFba9oBi/0m4tpldgC2p2D171XhWyTQXHsuvsiLgAUy5BilE/LQdXfc+Ecz9KaVs1t5TkgIr1+ssqTOEazckpuWS/Padrwca2ij9Rg0fp95c613e7B2eBTEm1sQmKFiHksJgO2rVmoqOK4ac5E7K7un6neOGs8jtTbpaqGLasK/OYsJCLPl9aCYZSPDTRMPthQu9XuQFlDO0Y53H63CbWSpqXLiWqVUJHz5PZKTb+ZcHJSeEFAffsVxWPJOhaHTp3Dv7xfJb2/vCRcnuhb3tQB++Uev4JEnSjur4zYandg497+/j56joGeZfBCaS1+c6g+5Io33uMt7f/FR7VYPHM8Hl2cgypbl8KyPt88DpV9x9XV12bg2ZI5muXgwZo8av1+akEhd66l5ZvEhBGE2F6853kelZWVyM/PB8dxkd6dESNRv3cg1Em2yzYdlNbW5T1cAGDDnXkozE7XnHUTgUtFQ2GgOSuKGTwHfPTkYkwbP8ZnG3m0Qp18CUAaMB/YXBZ2Muxg4RhAEAL79yTrWPx2daG07+pcK3XUJRRX2R1HbXj6/aph+U7yZGN5VEXkxlleUSNOGNTXm55jsE+juWG4S1zxsnxD928v4RwHiqwQcYN6NrZWFjp2e/pbzIvLQV9aO1Fz1leohNqKPta5r3AK3vui2WcwVzuBDoSBhtoVTed4r0mZXKyoc0M4lgEv80gRPVV63B6fAXOkCOXUWbd0JmxdTkWuFeC1ndfKxxD/lpcR/2xXDYqmm6ReOruPt/gY+g0V8gTka6YYpfwmEZYB7n+zTPps9XF38YLm0k04S1y0fJPYkFgh4paS3Exp4BJnslW2LskgTAsdy+DOBWa8U96s+Xy8kMQxeKx4BqaaRimOxWAjKoNFseTBeU3K5KjNwnhZEmyKjkWno1d6PhJCJRR0LCMJDLnYcnv6u1+LiBGVM/Yrih44gNcTZ/+p85rnsm/a7NChFioA8Nfa8wE/L8VPywZ1V+f6c5dj0oCQGH5IrBBxDSP7/+Q+e/FArrZuj4DG81f8Ph+LTBidhDEpekVexdK5kwAocwH0HIMV+VkRHSjE5EpvzkorLOm+/Vv8RUzWLp3p81jmuBS0Xugert0dIAJaupxYvbVCIbbkuRhl9XZsKzuDvSe+QS8fvuoa6bhgsM9bu3SmX7fbLasKpOW6Vw/W481PG7DtIf85LkRi4ifnnSBiH7n7plhBYDamam4ripokjkHFGd+ZYyxz7nKvTwLo7upWLN10EKU1rXj+9nnS0tfqrRWw2r32+juO2mC1O0Z8fy0mA+64NguTRvvOpSwmA168M9/ncbEZXkluJpJlpTzRJ1S8Qmtb2RlFcnfhNO+gDQDPl57EPW+UYXd164CESrSh7sJstTuwbNNBPP1+FZZtOogqW5dCfLo8Ah586/OInHtE9EKRFSJu0apKUbeeFxFnhrxHSJg+QT1uD9aX1ipydAJZqkcS+UxcbY9/67xMjEvV4cc7qpCaxOGOa7OiehkviWPwyclvFI+VN3bge299HvL5xzLe8utoh2GA2ZPG4N1yK+4ttMBiMqC0plUxibDaHT5Ju/5yXIjEhcQKEbf48+PQshsXiWeh4i/5UrQ1F/uwAAg56XE4abvsxh+PnYUlfZRPnxlxcEviGHxc0wp3DP1u08eP9ulRBfj3PbGkpcLa6VQ8FgtCBfBWRVXaLqDSdgFvftaAG2ZkwNmrtAt472gzNqzMw58qz+LTr9vh9njPR39RUCIxIbFCxDVaFQQxcp8fUjjGmzz7/hc2uDwCWAA6jkUv7/FxqgUQcU8La4cD6/a0o4dv94n8VNm6pGU7Fy/E3O+pJVS0sKQZYOt0+AiVWMXFC9jf1zBT/fi69yrBC96ok47tX5LUKuGOl/JlIjxIrBAJhbqaRE28li3zAvBOeTOS+ozCXB4BDAO/pbKRtiSvaOpET98EXP17dDp6pchY/P1S/TR3Ony+32PF07H7eCua40TAiIg/sTy6pI7qUcfkxIbECpFQqN1AV15rxrvlVnjgNb566IZpYMBAgIDNnzYo/CXiAflg0OP2+JTKikTK00Is1e243OPT9VikpcsZt6JSjvrbJetYLJk5AZecbrxdbo3IPg03OpYBxzKSOZ7ZmIodR21SvtlglicpKhPbkFghEgp1Hkt5U4d043d5gNcONiBVz+H52+fBI2i7VTxYZMG2stgZLHQsA5bxCpUkjoEASPkp0WRbLlaJiFETf6WKu6q0G/7FO263B6u2lPvNt4oHHv7WNNxXONXHsl9cqhxoGweKysQ+JFaIhEMdNVD3CHK6eGkNXYQFMD1Nh8dvmgMebFSLFY4BNt6Vj7aL3rJdsWxUdHftdXug5xhsWVUQVTdseak5ENiuPhHhAfAxKlTUnaq1SNaxuK9wqnR97jhqU0RSbF3OAS9PDndzTWL4IbFCJDRipEXed0W9xMACWDwzA3nGXrg8wKXuXp/34RhgqmkUGtojbyjHC16vikeLcxSPm0YnS/k6Ll5Ala1LSqqNhht3YXZ6wEotInbxwOtlxLEM3BqlTBwD/HZ1oeI8lHeKFquDBro8OdjmmkTkIbFCJDwWkwGPFuegJDcT5U0duODoxX99eBK80F/ue6CuHQcAoLxa8z14ASMiVFgAjMyiXQt/N2N1vk6gpniRwGIyYM/aYvxsV41m1Yi0nUYpb6IQK/4qWgiA3/OWF7xGeZP7ypXFKKA4aRCrg+RVa+Gcr/5sDIjYgcQKQfRhMRnQ0uVUdK4tzE7H3zR6oUQKDwCdnxqYHxTnwGjQ+32t/IZtv9wj9ZSJtrD4kXq79G8d6013lifaJqpQMabo0NXtjvRuDIpAOmt3datklqdVsed08VJX54EIbGqEGNuQ3T5ByNhZeVbxd0qS/7blHMP4fU6LJC7w9nMmjcFt8ycHfR+3B9CprtxkHYvimePx0idfY31pLW5+6ZCmXbnFZMDKBWaU5GZKBnDDGRYPx7bfanfglQOnFQPVQ4uyced1U4Zl32KNWBcqodDj9vi1FlD77fhzoybiE4qsEISMFflZiu62jy7OwaOLc/DBlzZksheRNWUqLOmjYOtywmxM9Vudoa4junVeJp5ZPhuP/v4LnGzVNgU72XYJP/uHq3HfQgvue7PMb7hfrIw4UHcObxxqkBKBq2xdISURiiWcAw2ph0o4FRjybeW8dbgRHoQnConYhWMY6Dhv6TLHMLh1Xiay0lJhNOiRZzYqqoMo7ySxILFCEDKKckz4wyNF2Fl5Fivys6TOrwXZRlRWViI/Pwsc1x9t2bO2GOVNHdCzDH60vVJ6/N9unYMNe+qkG+uyuRPxyoHTQV3MtpWdwSv3X4t3Hi6SQt4iyToW65bOlEzcbF1OSaiIs9FgSYQjWcIZTgWGfFs53uWfGE3SIAaAgEe+NR0v768HLwjYdbwFgDeqsm3NQso7SWBIrBCEiqIck097emuHA/ubnEi3OMCxnOKGaTEZYLU7kMQxkpfJ1ZPH4cmbrgIATBqbohAycuZMGoOTMvv1Kemp0j7sW7dE8pvQioCoKxzErsOBbuYjWcIZTgWGfFsiceEF4H8O1Ps87uK9nZj3rVuClQvMEdgzItKQWCGIIFjtDtzy68Nwuni88eVnYACfKprypg7JHba378bq4gWk6FjMnDRG830fK56O+wqn4qaNBySRc1/hVIXTpmhcpyU+/FU4BBIfI1nCGWoFhuha+/3rp+KS0y05ChOJib/lTxcvoLSm1ackn0gMSKwQRBDk0Qh58p88MiEXAfJEwG63B8dtF3zeM1XPSQZYn/RFUEThIC7TJOtYTWEkJ9wKh5Eu4Qy2f2rXWoLQsd4kco5l8IPi6XjtYIPkzbJpb51mLysi/iGxQhBBUPuTyAWEKDDkIkBuE67F3QVT8PiSGYpIiPhvuWunP2GkJtyeJ9FUwql2rSUIjmXxLzf352a5PQJeO9gAwHvdRVOZPTFyDKtYefXVV3Hw4EGcPHkSer0eX3zxhc82LS0t+L//9/+irKwMycnJ+Id/+Af8+Mc/RlJS0nDuGkGEjMVkwIdPLMIfD1XhjsV5ipwVAFKjNbkIEF1xN+6tU4iOVD2nECpqQhFGcmK954k/19pQ7NmJ+ETeYNNqd2Dr4SbpuWQdS1VACcqwihWXy4Xly5cjPz8fO3bs8Hme53k8+uijSEtLwzvvvIOuri4888wzEAQB//7v/z6cu0YQYWFJN+DG7FRY0g3gOE66kfoTCmpXXH9JslqIibliT59oSZgdDkTX2tIab3PCSWNT8NT7VZqW7ETioGcZ7DhqQ/25ywohu27pTADKCQKRGAyrWHniiScAAB988IHm85999hlOnz6NAwcOYOLEiQCAZ599Fs8++yzWrl2L0aNHD+fuEcSgCEUohLrkIiaZipEYsbon2OtjoedJsGUqUdgB3kGIhAqhJVhTdCzyzMaYjiQSAyeiOSuVlZW46qqrJKECADfccAN6e3tRU1ODoqKikN+L5xOr5FH8von2vSOF1vFeYBmnEAoLLOMG9HtYO/qrjUScLh5lDe3IMmYFfG2WMRkfPrEIFU2dKMhOQ5YxOarOCfl3S9Vz+PCJRbCka+TddDhQ0dSJLGMKknWsj4vpwmlGVDR1xWxfHCI8tATrj75zFawdVxQThFCukWiE7t9ewvn+ERUr7e3tyMjIUDw2btw46PV6tLe3h/Ve1dXaDebinUT93pFCfbw33JSGk+0uzMnQo8Nahw5r+O+5v8npk4ybzAGjHK2orPTf0E9ODgt0WM8P6POHg7bLbpxsd+FCN68YXP54qAo3Zqf6bLtuTzt6eO/3/skNafjM6sTexm4A3uoQe9dlEioJjJ4BLKwdcHjPkR7e29TxbPMZVLKhXSPRCN2/QydssfLf//3fePnllwNus2PHDsybNy+k92P89Ffx97g/5s2bp3AWjXd4nkd1dXXCfe9IEeh4Lx/ke6dbHNhc6Y0+pOhY/Og7V2F57kTNCEQgxOhEQXZa2K8dSqwdDjzQF01J1rFSAm2qnsMdi/N89u03nzagh/dOTnp44Ksro/DMP87Fd0+dQuWl0Xjjsyac7oz/vjhEPxzL4K4Fk/FuhbdXl0sAjl8ZjXsKLHh+dCfWvl8NjwD8qvwiCufNQtF0k9/3ipbrQg7dv72IxyEUwhYr999/P2655ZaA25jNoTkMZmRkoKqqSvHYhQsX4HK5YDL5P/m04DguIX/0RP3ekWI4jve08WMG7X0iN66L9Fr+UesFRfn1cyWzYRqdLOXT7Kxslb6n1e7AS5+cVrz+vS9s+EtVKzbclIazF7pHfP+JyOPxCGi72Kt47PVDTfjd35rx7dkTFI/vOt6GRVcpHxOJputCC7p/h07YYiU9PR3p6UOTxJefn4/XXnsN586dw4QJ3pPt8OHDSEpKQm5u7pB8BkFEG1oJp4P1PommqiCtNgD+qqfKmzo0u+w6XTzKbN2wXyYrqHhH3fQTfX8fqvNd3nG6eJ/oyIp8/zkr0XRdEINjWO8ELS0tuHDhAlpaWsDzPE6ePAkAsFgsGDVqFG644QbMmDEDP/7xj/HjH/8YFy5cwAsvvIC77rqLKoGIuGS4fFGiqSrIn0uueuAorWlFSW6mpq+MngV+X32ZWhgmAAK8+SfqnCReAO4rnIILTjf2nmhDLy8gVc/h3kILimeO92k2qkU0XRfE4BhWsfLrX/8aO3fulP7+7ne/CwD43e9+h4ULF4LjOLz++uv4+c9/jnvvvRcpKSn4+7//ezzzzDPDuVsEETGGa6Y30jb6oeyPeh8Ks9MVlT6idbp8vwHgnfIzkmMpkRj4S57+4NhZ7FlbjGeWz/ZpHhpIpIhE23VBDJxhFSvPP/88nn/++YDbTJ48Ga+//vpw7gZBRA3DOdOLJht9LSwmA9YtnYn1pbUA+q3TVy4wS/tttTtwzNoVwb0kogmtcyRcov26IEKDFoQJYgRJ9JleSW4mXvrka02xJl8iIwjA257CbEz161gbbl8sInYhsUIQI0wiz/S0xJo44Ngv92gKFQ6AoJHTQMQfYk8oHQM8sjgHxTPHS01B1Tlesd4XiwgPEisEQYwocrEmH3CSOH+eS95kSyL+EX9mtwBsOdwIo0HvN8eLKn0SCzbSO0AQROIiH3B6/SgSNwmVhEH+U3e7Peh0KL1WzMZ+92Mx/wsAVfokABRZIQgiYsgTjsUlADXJOhYeQYCLwitxAQugcFo6rrGkIWN0Ev5j90nN7VJ0LNIMSYrHbF1O6d+Jnv+VaJBYIQgiYlhMBmxZVYAH3/pcIUZ0LPD4dWPRnZKOum+uYEyyDp+dbkeHwxXBvSUGilyIegCUNXbgy+Yu3DRnoub2RdPScePsCcgzG/1Wz1FybWJBYoUgiIhi63IqhMrdBVPw2OJpOPRFNX52sClyOxZlcDGcu6MVMetxe7C7utXn8SSOQWVzF8oaO5Cq57BlVQFsXU6FKKHk2sSDxApBEBFF7T3z+JIZyDIm45CV+gKJJHEMfrdmIXZWnsX2iuZI786Qc3fBFKzIz4Ktywn75R7Ji8fp4mHrcmLlAmW/OUquTTxIrBAEEVHkuQdmYyrKmzqwwDIOiy0p2NfoDP4GMYpWTxwtZk8ag//vH65GUY4Jk42p2FXZEldeNHqOweNLZiiiJv68eETIRj/xILFCEETEsZgMaOly4oHNZXB7vEm1G5em4+2HCvBOuQ0cA+w+3or4GaK1uXVeJrpdbuyr7W/iV9t2Cau3VkhLHR8/uRilNa34xUe1MbcslKxjIQiCVPml5xhsWJmH8qYOAP1l7cESZym5NvEgsUIQRMSx2h2SUAG8+QxvV1/Cf85NxSv3XwsAyEqrxasH6wf8GQyAx2/Mwcv7B/4eQ4laZyRxDB4smorVWysAKCMv8qUOi8mAR4tzoGMZv5U0keDBIgtOf3MZf2vs8HmOY4B7CiywmAzIMxtxoO4cmjucWDZ3Ip79oNon9yQU48RENldMREisEAQRccqbOiShInLE1oNbfn1YGsCMBv2A358D8PYjRYrS12iCY4DfrVmIKluXtMQjFzPiUofV7kBpjW9SajTwdpkVxbPG+zzOAth4V74kSuTdtfecaJOSqyn3hAgEiRWCICKOuiOziHwAK8nNxMa9dehxe5DEMfj/27v32KiqPA7g3zsv2tKltFNgW8ZSt6VF7GNQa1mZtVjFBTGawoq4rl3KYujGWK2SUmLUkGigia9YTCWAdSG81ipmg4grKio1lUpoU14izzIW7QPaFYud6czdP+pc752ZPqDT3tvL95Pwx9wZZs69TLnfnvM75wiCgK5ub6/rs8g9eOt1mJ5kRc3JNhgNAjxB1u4faA3J1err/T0isPd4M96uPhPw3INZ1+GxmckAgFmvfi5do1EmAyxGodfF9IabF8Bn37YEPf7fIz9KIUz+b+z2iDAbBbg9ImtPqE8MK0SkugRrBD4uzsGHh86jvdONt6pPo6vbq7iB+V7jq1MAIBXl/r1yP7q6vTAZENBDAwDvfOPEfZkTUfB2bdCgYjYKKJ09ZUiHVfqLFOu/PI1uv7b5ZkclWCNQdcCpuNF3dXvxz5wkdFx2Yev+c4r3/+ut12Fb7TnN7KeUEBMhFcRajAJEEXB7xV6nJhP5Y1ghIk3w1WIAwIJbJuLdL+ox//ZMxQ3Mv04hwRqBmpNtuOuGCbguJhwzU8ZLG9/Jub0iNtWcVRy/9foY7P+1vsLtEXG8+RKenXsDXtx1dMA3+d56acwGATfGR6He2S6FCP8gZRQEZCVGo+bXNnR7f+tlCDMZUDwrBXPS4qTzDdb7tGHfKRgEQRFURpkMuC9zIqoOOKVel1D3GvnaaTIIAQErmJyUcXjo1gR8eOg8Xv34OH7xeGE2CqhclIXpSdYQtoz0imGFiDQnISYCdySGIyGm79+0a062YeG6GunxzJTx0iwRs0HA0+/USzfTPUd/lG724WYjnrorRRFstteeg3GAuzubDUDS+N8hzGRAnbMj4Hm3V8Tf/jgJrydOk2pMMm1jpc8zGwVsWpyN+LHhisXN+upl8PUsle0+Ji2m1hNGlAvqPTYzGfvPXFAMDw0mqPgPNcnbaRsbHrD6cDDO9suYnmSFNXIUfvk1bLk9omZriEh7GFaIaMTaUfd9wOOy+RnSjf6H//0iLTDW1e3FijlTYI0cJQ0jPXnXZHx2rFnq3Qh2z/XvPRAAuL09U4rlLEYBBkHAL7LhK3lvEYCg022vZApugjUCy2dPwafHmgN6j8JMBsV6Jb5hF7lMWxSONHXA3V+RD3p6fl5ZkIlpCdHScFuwILVpcXZAYJEX0cqLg9sudSkCI2tUaKAYVohoxMqzT1Ss6Jpnn6jYM2ZOWpy0wJjZKCDTNlYqtPXdYIVe3ttiNGCxIxHf/vCTonA0WB+CvAi2v/VBgvWYXEmthm+NkTf2nlCc+52yfXbk67G8+vFxKTSUP3QTmtov46/ra/rtQfKIIp76dx02L5kesIKsT2NbJ5ztl7FpcbbU0+ILNACkXqWm9stSr1KYyYAVc6YohriI+sOwQkQj1vQkK7Y9Oh076r5Hnn1iwLDKR0/ertgoseDt2oCNE3u7Zy92JOJfX50N6J3wHxax+K3AOlw34D/EjkaYySANq3zQcB6fHmtWrFUyJy1Oer0vHOw/c0ERVMy/9gj5z8QCenqaHnnra3zy1EwAyiDW3/488pVofTUuQE9vizVyFIMKXRGGFSIa0aYnWaUizaoDzoA9YwAo1vLYUfd90BqLDFsUvv3hJ2mIIjrCoggqc9PjkGGLwpy0OBxsvIi3qk8jLT4KS3OSpJv3cKyoKg8Jo0wGzE2Pk2pY5FO95b1H4WajFFzkS9X7amcmjLHghfdqg25v4PaI2LL/LDbsOy29l2/oSn6t39h7QhHa5M9zijINFsMKEemGbWx40JuifB+ZPPvEgP11ws1GrHmoZ6Vc+dRoX89AmMkgBRUA0gJnx3+8hKU5SQPaBThUYUYeArq6vciwRUk1LPL6EHnvkX+Y8K+TOd3yE+IjTUHXujEZBGz48jTcXuXibfLQA/QUKP+nrkk6d//9ezhFmQaDYYWIdKGxrROLKvdLv8VXLsrqtYjVV89xsdOF6AiLon5CfiP1ve6Vj49j1YfH8Nqe7/DkXZOD9t70tQvwQMLMQPmHgDlpcZiTFqc4v6oDzoDeI/8wId848J7Xq3HZ7YHJoPwso0HAkj9djzc/PyUdMxsFtF3qkq6PvHbGf1sA7t9DocKwQkS68OGh84ppsZ8fb1H8Ju9/s5Tv7Cuv7ZBLsEbAGjlK6m3wBZJgO/72tQuw/5DJYJaV7y0EyN9PHmiMwm+znIJ9trxt3d7f1lAxGwRs+kfP9Gpf7Y7ZIEAApOD20ZO347GZyVJPlf+5c/8eChWGFSLSpXVfnkS3F0F7Mq4kPAykJwPoewqy/3sMtmajvxAgDzRmg4BlVfW91ovI2+bbFRkADAYB8WPDFe/VdqlLmgruu25/udnGHhQacgwrRKQL8r2D5KvFBgsjtrHhir/r/1huID0Zvse93ajVGBLxfcafX/si6NCY/HW7imbg3S/qMdo6AWW7jwPoqYeRD+n4iojlPVLyrRAYUmgoMawQkS7I9w6yjQ2X1vUI1pvgv3JqfyuphuJmrMYN3X9GTm/n6VsxOCbh93j9k5O9XjfWoZBaGFaISDfkgWA4h2X6MlxTmoO50vNMiOk/jLAXhdTAsEJEuqSFYZlQzgK6GldzngwjpEUMK0R0TRqOm3IoZwFdLYYP0gND/y8hIqKr4RuGATDsK7c2tnWi6oATjW2dw/aZREOFPStERENErYJUtYefiEKNYYWIaAipPQtIreEnolDiMBARkc6oOfxENBTYs0JEpDNcD4X0hmGFiEiHOAuI9ITDQERERKRpDCtERESkaQwrREREpGkMK0RERKRpDCtERESkaQwrREREpGkMK0RERKRpDCtERESkaQwrREREpGkMK0RERKRpDCtERESkaQwrREREpGkjfiNDURQBAB6PR+WWDC/f+V5r560WXu/hxes9vHi9hxevdw/f+fvu430RxIG8SsNcLhcaGhrUbgYRERFdhfT0dFgslj5fM+LDitfrRXd3NwwGAwRBULs5RERENACiKMLr9cJkMsFg6LsqZcSHFSIiItI3FtgSERGRpjGsEBERkaYxrBAREZGmMawQERGRpjGsEBERkaYxrBAREZGmMawQERGRpjGsEBERkaYxrIxAFRUVWLhwITIzM3HLLbcEfU1TUxMKCwtht9uRnZ2NF154AS6Xa5hbqk+5ublITU1V/HnppZfUbpZubN68Gbm5uUhPT8e8efPwzTffqN0kXSovLw/4Hs+YMUPtZulGbW0tCgsL4XA4kJqaij179iieF0UR5eXlcDgcyMjIwCOPPILvvvtOpdZq34jfyPBa5Ha7MXv2bNjtdlRVVQU87/F4sHTpUkRHR2PLli1ob2/H8uXLIYoinn32WRVarD9FRUVYsGCB9DgiIkLF1ujHrl27sGrVKjz//PO46aabsG3bNjz66KP44IMPEB8fr3bzdGfy5MmorKyUHhuNRhVboy+dnZ1ITU3FvHnz8Pjjjwc8v27dOlRWVmL16tVITExERUUFCgoKsHv3bkRGRqrQYm1jWBmBioqKAADvvfde0Of37duHEydOYO/evZgwYQIAoLS0FKWlpSguLuYPQgiMHj0a48aNU7sZulNZWYn58+fjgQceAAA888wz2LdvH7Zu3Yqnn35a5dbpj9Fo5Pd4iOTk5CAnJyfoc6IoYuPGjSgsLMTdd98NACgrK8Ntt92GnTt3YuHChcPZ1BGBw0A6VFdXh8mTJ0tBBQAcDgdcLhcOHTqkYsv0Y/369cjOzsb999+PiooKDrGFgMvlwuHDh+FwOBTHZ8yYgYMHD6rUKn07e/YsHA4HcnNzUVxcjHPnzqndpGuC0+lES0uL4rtusViQlZXF73ov2LOiQ62trYiNjVUci4qKgtlsRmtrq0qt0o/8/HxMnToVY8aMQUNDA15++WU4nU68+OKLajdtRLt48SI8Hg+sVqvieGxsLFpaWlRqlX5lZGSgrKwMiYmJaGtrk2rhdu7ciejoaLWbp2u+73Ow73pTU5MaTdI8hhWNKC8vx5o1a/p8TVVVFdLT0wf0foIgXNHxa92VXP9FixZJx6ZMmYIxY8agqKgIy5Yt43/yIeD/HRVFkd/bIeA/RGG32zFr1iy8//77KCgoUKlV15Zg33UKjmFFIx5++GHcc889fb7GZrMN6L1iY2NRX1+vONbR0QG32x2Q5KnHYK6/3W4HADQ2NjKsDEJ0dDSMRmNA719bW1tATyGFXkREBFJSUnDmzBm1m6J7vjqh1tZWjB8/XjrO73rvGFY0IiYmBjExMSF5L7vdjjfffBPNzc3SD0J1dTUsFgvS0tJC8hl6M5jrf+TIEQBgoeIgWSwW3HjjjaiursasWbOk41999RXuvPNOFVt2bXC5XDh58iRuvvlmtZuiezabDePGjUN1dTWmTp0KoOf619bWYtmyZSq3TpsYVkagpqYmdHR0oKmpCR6PB0ePHgUAJCQkYPTo0XA4HEhOTkZJSQlKSkrQ0dGBsrIyLFiwgDOBBungwYOor69HdnY2IiMj0dDQgFWrViE3N5dTa0OgoKAAJSUlSEtLw7Rp07B9+3acP3+esyOGQFlZGe644w7ExcXhwoULqKiowKVLl5CXl6d203Th559/RmNjo/TY6XTi6NGjiIqKQnx8PPLz87F27VokJiZi0qRJWLt2LcLCwnDvvfeq2GrtEkQOko04paWl2LFjR8DxjRs3Ijs7G0BPoFm5ciVqamqkH4Dly5fDYrEMd3N15fDhw1i5ciVOnToFl8uF+Ph4zJ07F0uWLEF4eLjazdOFzZs3Y8OGDWhubkZKSgpWrFiBrKwstZulO8XFxaitrUV7ezuio6Nht9vxxBNPIDk5We2m6cLXX3+N/Pz8gON5eXlYvXo1RFHEmjVrsH37dnR0dCAzMxPPPfccUlJSVGit9jGsEBERkaZxnRUiIiLSNIYVIiIi0jSGFSIiItI0hhUiIiLSNIYVIiIi0jSGFSIiItI0hhUiIiLSNIYVIiIi0jSGFSIiItI0hhUiIiLSNIYVIiIi0jSGFSIiItK0/wPfcPQlLTT28QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n, d, k = 100000, 250, 25\n",
    "\n",
    "X, _ = make_blobs(n_samples=n, n_features=d, centers=k, cluster_std=0.75, random_state=0)\n",
    "\n",
    "plt.scatter(*X[:,:2].T, s=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "59bd2bd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7efd20a478b0>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "356 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n",
      "2.7 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 1 -r 1 KMeans(k, init=X[:k], n_init=1, max_iter=50, tol=1e-2).fit(X)\n",
    "%timeit -n 1 -r 1 KMeans2(k=k, init='first-k', max_iter=50, tol=1e-2).fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0ee6d695",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7efd209d28b0>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n",
      "Exception ignored on calling ctypes callback function: <function _ThreadpoolInfo._find_modules_with_dl_iterate_phdr.<locals>.match_module_callback at 0x7efd403ac9d0>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 400, in match_module_callback\n",
      "    self._make_module_from_path(filepath)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 515, in _make_module_from_path\n",
      "    module = module_class(filepath, prefix, user_api, internal_api)\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 606, in __init__\n",
      "    self.version = self.get_version()\n",
      "  File \"/home/jmschr/anaconda3/lib/python3.9/site-packages/threadpoolctl.py\", line 646, in get_version\n",
      "    config = get_config().split()\n",
      "AttributeError: 'NoneType' object has no attribute 'split'\n"
     ]
    },
    {
     "data": {
      "image/png": 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RRQDEYjH27t3LX/zFX8zVZQlCBr5VJZgatqSoMPh4U6IES7Fzdg3LbqiMtSBXnSbCHIjZoeAcz83ojzo/eyqDLLlrJ9GmQfyrSvBUBmfnIgVBEBYJ4k/CQmGx+5N/QxmRAymB2LSy/aQ/iTsJgjCdzGiAZ2RkhJaWFud2a2srx44do7S0lKVLl/K+972Pe++9l1WrVrFy5UruvfdeAoEAt99++0xeliBMCk9FgP5rfFT8VrdlJEnqz6ZFYGsVkcM9mQe4ANAqAngqA0RP9rvkJNtKk6cyKHIiCIIwBcSfhAsBT0WAwV1eyl7R3QGcReJPkQM9eFcUgQn6ueFx/UncSRCE6WJGAzxHjhzhfe97n3P7H//xHwF429vexpe+9CU+/OEPE41G+du//VsGBgbYvn079913H0VFRTN5WYIwaby9lltIkiQzWxTwVE2uId5CwuiJYPREXNs8tUGCGyvm6IoEQRAuXMSfhAuBeG+E0r169mETi8Sf9JbhjG3iT4IgzCQzGuC54oorOHHiRM77FUXhT/7kT/iTP/mTmbwMQZgySix788qi65Yx/FQrWNj/LiLiHWGGOs4x9HwbtZ/YJStPgiAI04T4k3AhEHkthJKj97f4k/iTIAgzw5xP0RKE+Uw8FCbc2J9z0nn0VN+sXs+8JG4xeqQHrcjn1I7HQ2GpJRcEQRCERUo8FEZvzcxeSRI51juLVzNPEX8SBGEGkACPIOQgHgrT8dVXIW5RpJK10bB+bmQuLm1eESvs4uzh5wmG1uOP11L29vX0/fgkGBaKV2XJXTtFUgRBEARhkZDqTxZ2b+GMfTpGZ/uy5h3iT4IgzAQS4BGEHIwe6YG4nbujmFB47VKMviiRw6GxnXKl9iwSYsEumq/6HKYSQTF8rNrzRfoeMJ3XxdJNok2DIiiCIAiCsEhw+RPg31qJryLA0DPn5vbC5hHiT4IgzBTqXF+AIMxX0lec1AIvZbesBk/innn62xMLdjGw9LfEgl0zfq5w+UlMxW6+bGkxwhWnMoJeWpl/xq9DEARBEIT5Qbo/+eqLKLy8TvwpBfEnQRBminn6ESsIc09wSxV47F8RS4PAxZXuHcwsD5olTCza1D4a1A7a1D7MhBXEgl00XfXXdGz5Dk1X/fXMSIqKY2/BgY2o2NMvFHxou3VCqx5xndfoj07bqcPhFtrbf0I43DLxzoIgCIIgzDriTzlQFfEnQRBmHCnREoQceCqD1H5iJ+HGfhpGW1laESByYCzteK44o3bxovckI8rYF3+h5We3voGK8pNYWgxIrAiVn8QXrpnyOWPBLsLlJwn2bcAXrnHdXvncFxiqeYXQup9ybuh+2AA9a39C1em3U9J7Of5Vl7qOdb4NBMPhFl586TZMM4yqBtl9xcMEgyum/NwEQRAEQZg+xJ/GEH8SBGG2kQCPIIyDpzJIQZkP40AbMPfpsmfULn7tPZyxfYQov/Ye5vUDS1EMH5YWQzF8BPs25H3sdAlxjl1+jNZd/wyqAaZG7ZEP0Xnx95xzrNrzRTx6CZamjx1Mi9Oz8QF6lV9QW7ALD7ZIxENhOu/Zh6Wbk24g2N+/F9MMA2CaYfr794qgCIIgCMI8RPxJ/EkQhLlBAjyCMAn01qGc9/nWlBBrHJyxc5tYvOg9ad9IL3BXAAteiod4+56/I1J+KkM0xiOZmpwqHb5wjS0nl34ZlMSqm2rQseXboNr51clVLk+4kmyjMkxrTCTC4RY6T/4a01OCT69xGgjqBd309++lrOwyfL76nNdYVnYZqhp0VqDKyi7L67kJgiAIgjC3jOdPM434k/iTICwmJMAjCBMQ740QaIoTXxHJPTRLAaxsg0Cnjw6135VWnO0aRogSivpY2nbNpI4dzpKaDNC665/G5CSJaoKpgWrYq1z9GwiXncw+BxUIBOpd6cHKVQkB0pdg1g3w8ktvd6Tjskt/kfMag8EV7L7iYUdmZPVJEARBEOYv+fqTt74IvXV4xq7jQvMnf7xW/EkQhJxIgEcQxiEeCtPz9QOU6iY9Bw5QeefFoAFG2o4WxM4MzOi1hMmv2V6++6US7NvgSk32hCvpXf1LZ6UpFcXwUr/vk8SDobFVLgswvJCaZpxgpKeJQd8hJz3YqW3vqmVgZJ8rbXhg4BVgTe7rDK4QMREEQRCEec5k/Gkmgzswe/6E4SXuHWSo5pUc/uSjft8n8vanvo5XifKQ258qTrH0tjfQp/xa/EkQhKxIgEcQxiHaNIilJ9JpdROjP0rJG1cx+EjTrF9LkPzq1/PdLxVfuIZVe77opAuf2/lVW1aypA2XNd/klpMERV2XMFz3smtfxfAx8PBZOrd+Z2yj4SHuHSTm7aC0f4Mrbbi09FI6Ononff2CIAiCIMwfFps/JZsl92x8AMXw2pPCUmYVF3Rto6L51kn4k5czrV8HLT620fAS9www0ttI2dLLxJ8EQciKBHgEYRy0Mj9oChgWilfFv6qE+DSOrZwMtWYZhZafEaJO0CUQGKKktIvBgRoi4WIK8VNrluV9zJHyYwzVvUBx+5V4I/YY00jJGSfd2AnuJAM9hpf+lU/YDQFNlZLWayno30jHlu/YTQRT9qs6/TYCg6tp3fUvQIqgKAY9Gx8gtO5nbCj7AlWBGwgGl1Nf/258vnoM8xgdHQ9SUXGFrDYJgiAIwgLkQvanWLDLztIBirvsSVd6YYfTLNnSdFw1aYZKRfOtY4tnefiT4R2mb83DziECPRuJVJy2/WnoIVacu5Ply96H11tGTc0t4k+CIDhIgEcQchAPhQnd/xoYFqYC5XesJdo0iDkcm5PrUVHYrW+wp0BYEAgOsXPXL9A0A8PQ2PfKm9k9tBU1VzF3GnYDwLtBgYH6Z1FML5am2ytPhse9aqRAsHcDhd076Nn4QOKCTAZXPM3g8qfHAkEKVEZvpuSVN+AbqWFg6W9BTTmOBai29VhajBNnP+vcVVl5LYZhMDT0Fxw/EZ2TUZ7hcIvUqAuCIAjCFLiQ/SkW7OLMVX/llFT1rHsQBWUsqKMApuK4DkBR16XEg6GxxbM8/Cm08uHU0xKpPOn09LGI0txyr/0wxUdNzS2Ewy3iT4IgABLgEYScpKYXqxYMPHgaDMv+Mk5MXcCjgmnaqbizwGqzhjfoW3nRe5LC0gY0zS5m1zSD3UU+Vg/kN/UBYKjuBZdYuFaeTM3enpQVC0pbb8ATLbObSac2Dkz1IRPC8VbUG/bgj9VSqlxMF0FMK5y13CuVo8c+Q3nZ1ZCogc82ynMmBSK1keFcyJEgCIIgXAjk508KxHO2Xp52psufwuUn3f1ytPhYso4CmKrdfyfFn4q6L8nLn0aUExS/6WJiA71UciW9PIRpRRPHyv5aWVaMEyf+loKC9Yg/CYIAEuARhJz4V5WgeFUs3bQXY4zEl2vyO1ZTqPrAxQD03HfElpdZYLVZw8poNW09SxhZtxc0HcXwsaL30kkdp7j9Sgbqnx2TLTORtZOY8ACMTQdTLDovvg8LK1MyUiQGFUYLX2M09lriPg8XX/RP9PW9QFv7A66HBYNrCIcbnduRSCvtHT90biuKn7KyyxwpCQTqOXDwQzMmEP39e10NC9PlSBAEQRCEicnHn8rfsYG+n5y0gzzZmi/PANPhT8G+De6myIZnLINniv4U8TXR1PcVUEBRvFy0+ctZ/SmdUO/ThHqfdm6LPwnC4kYCPIKQA09lkCV37STc2E/z2WbK9qbXVFvorUPoPeFZC+4kUVFYNrKe2J6/dxojp9aDpzbvSxILdhEuP+k09yvs28yyVz7DUN0LBHs303Hxd+0dLcZKtFLSjK0sEx7sOxQKerYxWn0wy51xXjv659Qv/V3sj5uxcq1wuHnc57hi+Z0AY+NBFS+WZV/DTAhEWZm7YWFZ2WXTdmxBEARBWCzk40+Ro6GxDB4D8KkQm/l06Onwp9V7/t55TGBwNa07/8Xe8bz8aSuj1YfGtiWyeixLz+lPE0XExJ8EYXEjAR5BGAdPZRCfaVLyszQ5AdAUBh5vmpVVp1wkRaTpqr9yBKJn3U9ZvefvXZISC3bRdNVfJ5r7eag98oegGgT7NlB79IN0bL5/rOeOZoyVnKlWSk25mnXsJ6rFaOXBcUqwTM61/S+KomFZtpSkykYuWs7ebz86OR7U0klKzkwIRDC4gt1XPCw15IIgCIIwRRx/+mkWf/IohI/0uLfNQnAnlcn50185PQrr932SeDDkBIOm7k+H3P7kcqnz86fmlu8RDp91+VPyceJPgnDhIwEeQUghHgoTbRrEv6oET2UQgFjToJNxm4pvXSmxE/2ze4FZCJefdK8OaTrh8pP4wjXOpIdo6mQsNU7H1nsT0qFReu51DNQ/7T5oymhPFPD3ryYwtJKB5Wn7Zds/B5ZlABrr1n6GkpJt7D9wp0tSAoFlaFoRIyPHE/tHaTn7XdcxFEWluuo2li17z4wIRDC4QsREEARBECZBNneChD+lxTUCW6tQgxqjL3fO8lVmko8/jZYfd/UobN31z3YZ1kz5U5aFson8qbBwEwXBdXT3/DKxJUZXt7tJ87q1n2Zk5BS1tW8VfxKECxwJ8AhCgngoTOc9+7B0E8WrsuSunfYK1KoSV1k1gOJV8ZQGmJt5EG6CfRtQDO+YpBhegn0bXKtOgHtVKPmvauSWjhSiZWeIFp+dsFHyxBjoej+BwFIsy32gSKQ1Y2/LiqfdtqWlJ/SUNPETBEEQhDkmlzsBtj+lJq94VMpuWUXvj0/N3QWnkLc/pZKUwcn4U0nztPgTkNWfRkaOO4tjuTjd8GUsS6ej8xfiT4JwgSMBHkFIkDr1wdJNok2DeCqDeCoC9L4xwGpzCUTiqAVegluqGHm5PetxlKCGFZ6+uq302u90fOEaVqXUgxd32c0Cu9f92C0nyUZ+5ysYWnziffKgq+NxhodPwBTCYzPVxE/GfAqCIAhC/uRyJ8D2p5sDrByuwOyPUbi7DoBY00DGcZQiL5gW1uj0uAZMoz9NlWzlWefB0NBRBgcPcz7+NJM9eED8SRDmExLgEYQEqVMf8KgYwzHioTBKmQ+A4d+cdVaogluqMkrKAfAoWNHpDe4ke+coho9Ve76YURuelJfirksJl59ED4Q4t/OrYyVZqeQK7owX+JnyqpObcOwM4d4zee6d3khQBcysNeRTlQsZ8ykIgiAIkyOXO6WWao2+2IGlm0SO91J844rMnjyANTyNARVmwJ/Oh2n2p86uX0xib9uXxrB9SvxJEC58JMAjCAmcqQ9Hehh4opnBR5oYerKFqj/dgbfHdK1QDT59Fq0gy69PfHqnadn14bZoWFosozY8tO6nTuM/C+yxnen1ZONhJdJ6xhOQaZSTybB06e8RjbS7Rn+CSWXF9axc+WGXPEyHXMiYT0EQBEGYHLncacldO1HKfBn+pLcOZ8YeZoBs/pTc7glXcm7nV87fnywgVgD+0Rm7/qmQ3Z8M8SdBWCRIgEcQUvBUBlGLfE6gxtJNYk2D6FXq2AoVMLq3EzzKWNnTDGHXh/ucFaix2vC/dq0wuVKJE83/7H+zTG5w9eKZ3fHu+VJddTvt7T/OOiki1Ps0vX0vsHbNXdTU3EIwuCJvuRhvlUrGfAqCIAjC5MnmTtGmQQI7qjL8KXy4B1TF9o9Z9CdPuDJlmuhYIGdS/pREIb/gzhwskJWWXkF7+4NYVjTjPvEnQVgcSIBHENJITTdWvCq+VSUYLSpVf7qDkWfP2cEdmPZsnWzY9eFfdNWQDyz9bfb0YUdKtPGlaY4ycvJHobvnEcabP29ZUU433E3jma+z+4qHM+QiEKinvf0nLhGZaJVKxnwKs4X0KhAE4UIj3Z38q0oAMIqy+JOZyBzWFDBmxqXS/Sk1oycjSyc1qDOTUadZYGDgpXHvF38SFjLiT/khAR5BSCOZbpwc+amU+aDFbhZYcv1ywge6nZWoJN5lhejtozMiKr5wjatuvHu4hudbd7Oh4hTVwZAtSYaX2tc+SMeW74Ka0qBQNae9BnzmsUgP7mhaGYbRn7FncrWpru4djlwEAvUcOPihDBHJZ5Uqebu/f6/rtiBMF+FwC3tfebP0KhAE4YIi3Z08lUEMw/4uT/rT6L6uMU+yoPiapei9USJHe8Zb0zlvMv1pCScHVrKhtInqYK89PMLxp++4Az/T1Bh5viL+JCw0xJ/yRwI8gpAFT2XQaRCYFJTk9tRa82QWj946Ahp4lxXZ9eUzxOmSk/zRcDmxo7+PT43y7xXN1PkiBPs22FMg1CzTJxLBne7RSk72rWVDeQPVBaEZu8aZIFtwB0BRvAQC9YAtE8HgCtrbf5JVRPJJIZZGgcJMMzDwivQqEAThgiTVnbLdV/XBLfTcd8QO8nhUhp5vsz1qFhahWrz9fO7FvyBm+vGpUf6jqI/qoq4Uf8odYVrI/pQL8SdhoSH+lD/qXF+AICw0PJVBiq9bTu0ndhHYWjl2h8GMBndiwS6eXfYbYqbfvm36OWxBads1AITW/TTnY7tHK/ncns9y32t/wOf2fJbu0cqc+y4cFCxL58DBDxEOtzhbkyICuEQkmUJ80eYv5xSPbKtUgjCdlJZemvX9KQiCcKETWFtG7Sd3Uf47Gyi6um6s1H2Gq6Ky+dN+7+D5+dPIheBPqviTsOAQf8ofyeARhCkQOdY3a+cKl59kQ8UpfGrUWYGq2/gjYvtXJGrLc48YPdm31iU2J/vWXgCrULYRJkUiEmmjo+MhamvfmrMWPLlKlQtpFCjMNLl6FUhduSAIi4Fkhk/fT0/P2jmn1Z/611JduND9yS4/E38SFhLiT/kjAR5BOE+iTYMQT6nRnsFmgWBPhKjxD/GFq77kShVONhBMTotIJZlWXBkMucRmQ3nDpM+fnqI8n1KWdX2Ao8c+DUBb+wPsvOS/qat7B+FwS0azwPGQRoFCOjMhDumiPB2p7SI4giAsFBazPwHzxp1A/EmYOcSf5g4J8AjCeZI+MaLyzovRW4dcvXmAaRul3mYq7D/8PurXPcTV9S/bhza8znStVXu+yFDNK4TW/RRL0+keqeRvXvhLdNOHV41x1yXfJBSppDIY4mTfWoAMucgVtEmmKCcF5892fouv7fuoc/sLV31pFkUl8wXt6PyF63Zr638TCCw9rw/9iVaphMXDROIwXVIwXgPL5DkCgXoikXNZzyW9DwRBWEjk9KfHm8cCPQoUXb+M4adap3SuWLCLxuImXnvlLpZcfH9+/jRayd/sSfGnnd8kFM7tT+MteKX6k1eJgqKgm745cCfI5k/nzv2P67b4kzAdjOcl0xlQmcifuroeBaCm5pas57pQ/UkCPIJwnmSbGBFYW0ZwSxWDT58dGweaLbijgndpEb6lhYy83Om+L0tAyGmu3LUNX89GRwoqT78NgIGlvyXYt4HirksBiJQ08WikCN30AaCbPpoGV7JryUFXoCZVLtKDOKn3vdq53ZWi/NDp2+aw5Cv9BdUYGjri2tLV/RjB4HLXh35T0zdZteqPL4gPbmF2mEgcpksKcqW2p54jSbZz5TPhRBAEYb6Qy58sYPCRJnsnC8zhLKVTCX+CtL6HCgS2VhI5NOYisWAXL1/yL2PNlV/81Lj+FC05w1DdXl7t3O72p4Hc/jSeO4Hbn3TL7yjM3JTLZwrpaPiM63Y2f+rqepSVK/9oVq5QuDDI5SXTHVAZz59eePEWLCsKQOOZr7H7ikcyznWh+pMEeARhCmSbGOGpDNrjQPd32Zk8GqAo9s8ehaKrl6IAaoEXtcSfGeBJ+/51mgMe/X37dlIKAgN4ouWcueqv6I6WcLJ3PRvKzlBd1AmmhtV8nes4ZwaXYyUe7zpOQi5y9enpHq3kZ6dvdV3gyf71JOeve9XYeaUsTxemZaBmTOAwaDl7H4ridz7c29ofoL3jIa7c/egF8eEtzDy2OAQwzQiqGnD1FMhXCpIrVcXFO3PeV1Z2WdbU9tRzJMl2Lul9IAjCQiObPxVsqWIwmQXtUSjYUcPo/m67nCvNnyxVcQd4LIgcdgdLhmpe4eTAyky3Gc+frMwwyHj+NF6Pw2z+lBwZ5lH1OXWn3CT9yYdl2WVrpxv+hZKSbZSX757jaxMWCrn8abLuVFZ2GT5f/bj35/KnpP/b54pkPdeF6k8S4BGEGSORiqMoYCV0wbAYfu5csr+dXXee42FJhmpeyWgOuKG0EdQ4HVu+TXekPOvq0aVLDvLQ6VvtFSMsXuncxf6u7XiIEsePV40xGCuie7TSXs0KhhiTDytx2w782MdIvcCUf62Zq5vPh8zgjo1l6axb+xkGBw/T1f1wYluUrq5Hqam5ZcrpoQPdYdpP91O3rozS6uxjYYWFj5V4f1tp7/P8x8be6ghOYeE/pd3nXsWqq3tHznMkUdUAsViIcLjFee9K7wNBEC4ckhKU/HKfhD+l6YjhHWZDeYPjT35VZ0PpmfPypwPd2/AqUXTL7U+53AnG8yewzFmYDX+eWJZOTfVtjjtBnP0H7uSSHffnLBWeDGeHzrKvcx87l+xkefHy6bloYd6RzZ/ydyfbjxTFy7at3wUCWe8fz59SF3lVNUAgUJ/RV+pC9ScJ8AjCDOBqIJjaj8fCLSCGlRHQKbltNYOPNjl16IZ3mOqC0FhzwNIGqosSAqGaGatHT7deyYhexO66vfzd1V/iV2du4rlzVyVO50FT4NaVj/Nk83X8+NQd/LzhVr5w1ZdoGlhJavDmxfbLqAz0u+TIq8bAslzColv5pxnPVmPm2HAVkdDFBNa/AUpIkRTQ9f4pp4cOdIf5wd+9RDxm4vGpvPtvrpAgzwVIV9ejjhxYVtS1+pOPFHR1PYppRgB79Wh05B46OqLE490MDh6ecBUr9RyBQD2Dg4doaLyH0w1303jm6673rvQ+EARhoeN2J5PRA13uUeoT+BMexe1cMCV/+smp29nbuStxOV5uXfU4Rd5Rfnb6Vsef3rr2EVLdqWlgJaFwJRvKGzL8yTAVTLz25eOZVInWzPuTAijEhiuIhC5mw8rfo1t5Asuyy+QsS2f/gTuxLH1KpTVnh87y9p+/nUg8QsAT4MG3PChBnguQXP6UjzulZvlYls7BQx/A67mclpbriUQa8HrL8/KnK3c/6vTgKSnZxoGDH8rq/heiP0mARxBmgNQGghNNhyi8bIm7TMu0KLqmnuHnWon5u+hb+QRgS0p1oBdU97HSV48ebboJUHju3JV86tKv86bVT/BC2+XELfvX3bA8HA+NrSrFTD/PtF7JY003pBzV4rlzV7Gn7XLeuPI3/NnObznCAvBK53YearjNaRSYT5rxRHXq00VsuIozj30ey/Dzs/1nueNTb0BVv+ZkUXi9ZVOut20/3U88ZktoPGbSfrpfAjwXGOFwC41nvubcVhR/xkrTZKXAMBs4fuIvMrarahBF8XLs2F9SW/vWrGnwgcBSBgcPOcJ0IdWKC4IgQGbzZf+asrF+hllI96eiq5di9EYJH+0h5pu6P60sOesEeACOhdZTU9Dj8qeu0UrXMX506i2AiqbEM/wpFCnjq69+nLjlmdRErtnxJ4vYcKXjTw/vj3Hbn93HqZYPYlk6iuJ1gj1T+f7Z17mPSNxe+IjEI+zr3CcBnguMifxpIneys2/G3m9goMdfoPHMC84+qurHNKM5/SlZwpVsrtzc/B8XZK+dXEiARxBmgNQGguZwjIFk00DIWHHyVAbHgkEqY/XnChhb20BLbTKoAoZrJScUriSjbCrx81Nnr+GPt3+fD2z5L759+L0kf+XPDK1x9tKI8Xjz6zFdHwf2cQzLwyNNb+SJ5ut52zo7C6a6IMStq3/DpUsOusZ+Pn/u8nFXlsarU59Owj3rsQz7PPGYSWdjmN1XPMK5M68y2r2egBpEVb8+pXrbunVleHyqk8FTt65smp+FMNfYK0gR5/baNXc5DQLHW3lKvb+m5hYaGu9x1YGnU1N9G9XVN/Ha0U8AY2Nqy8t3p6Up26UCSdJ7AgmCICx00psvR5sG3TtM4E/Dz7c5/hQuP5nhT92jZa4smIn86Z3rf8nPTt1KHPvzt2loNU1Dq5y9NGL8tu3KtGPk9qdNFQ188eq/d11DPpk5c+VPI12rWbnl+xw/9wvWVl9O+6n/b8q9SnYu2UnAE3AyeHYuyexPJyxspsOfLtlxv5Mxlo3Cwo0sqbkVv782w5/Sp8Dt2P4dGhrvcR67GPxJAjyCMEMkGwjGQ2EGn2yhVY9zSDF43W3rKH78rLNCFdxShXdZMT33HbEzfcyxdGTt8FKUq3xYWgxMDVQj68jyZF24u24d9ndt43jvWr7/2u9DlgAOQF1hJ60j46+exC0fPzp1Bw8lyrmqC0LO/3OtLKVLS2qq8mRWriZLsOoUihbFMvwoWpT2oY+zpOc+fv2tcuKxLjw+lTs+9RCm58B519uWVgd5999cIT145jn5jOJM3yd1LHlqnXhNzS2uqQyK4s9o2O2eeqVSv/R3uWTHfYRCz9Lccm/W8/eEfpOxraPjIcrLd6elKbuDRGtW/9mE793pHEUqCIIwG6Q3X1a86nn5U7BvA4ox5k/dkbIMV6kMhtDQMfCSzZ9uWP5bFFVJ9P3JDARNxZ8gd2bOfPEnvaKJ9z7+p4lgzGP84I3fpSDeOqXvlOXFy3nwLQ9KD555zmT9CXB+Tu+zc/7+dH9OfxoaOsTIyCmqKm9wbe/oeIiysktd2TodHQ+5HGox+JMEeARhhvFUBoneuZk773uJsGESfPwov7rzcpb068540GjTYNYyLl+4hlV7vki4/CTdwzU8t+wpBvSgayXnXNtu7FFd4F6BAsPy8vTZa5z9xxgTmbaROhQMLLTEv2rGcZLETD8/PnU7q0rOcumSgzknSIQiZXzl1Y9hWF4nCBUKV7pSlWeqB4+vKMTO332UttMhglWn8BT0cObIUeKxQsBeleprLWDTle+Y4EjjU1odlMDOPCafUZzp++zY/h1XjfaO7d9xNZRsbv4PV0356dP/xLp1n3KOa/fcSTZENjnX9r+0tf+IS3Z8H02roPHMP2Zcp2lGCAbdgltb+1bA3YxQUfwoipIoNbSFaarPXxAEYT4znf70cFGTy1UONd7Cj9t3YTh/CmX3p+S49DHG/OncyFJU4ph4psWfXu3cDsDPEg2eZ9+felh98+cJ96wnWHWKsyNXusqpjgx08NZ1U3MnsIM8EtiZv0zWn9L9ZPcVD2f02ZkZfwpn9adAYKkrwFRb+1Y6On/hCjhN9fnPdyTAIwizwL7+UcKG3bMlrBvs6x/lnbuWOfe7e/YAhr39HCaHwmUsCe/m04wSOfp7eNWYk7GjonM4VohujferbJK+MpX681hplsXr6vfw7LnXjXMse5rEK527eOj0rfzd1V9yrSx5lDiaqvPVVz+OkbimmOl31ZzPVO+d1Gscif+S0lVjW+o3VHLQF5OSqnGIh8JOWnz66NqFSD6jONP36eh4yHU7EjmXMZkhla7uh+kJPcWO7d9JNED+asY+lhVn3/73UVf7Ttf2ZH25qgapr383lZXX0tHxkKuGPBhcweZN/0DL2e9RUnwxS5bcPu4Ek9QVp3xHkQqCIMxnJuVPiRKuc5gcIs7OwnribVV8lGEig7UkXUhTdM4pMWLjuhNM5E8WGhagYvDGVb/m0aY3jnOs7P7kVWPopg+PqjuBnSSz7092kMdX1GPf6H+Mpf4gbVFdyqnGYbH7k2VFnYG6yf3r6t4xrnPMtD/t2P4dWlv/G4+3lMHBQxkLdulcaP4kAR5BmAUuX1VB0KsR1g2CXo3LV1W47k+vOx84c5xjex7hM331nAtX4QHiiX1108fWqiO81rMJEy+He7aQKSBJ9ESDwHzGcSoc6NqSOFOuj4ax4+iWn/8+/g78WpSbVv6ah8+8kbjl4b4jf+AEd+xHxJ0GzxPVjseGq5yVI0cwpoFe43mq3reR2qG1rFy6lPbT/QCLIgMnH/GI90bo+foBJ+19yV07F5ykpKfT5jOKM32f9FWe9MfU1NxC45mvuWrLTTPMvv1/QMZ8XhcG7R0PuLaUlu7E561k2bL3OA0H05sDKorXqS0fGjpEe8eD7L7i0ZxykrritHnTP7juHxlpcI1WFwRBWAhMxp/0wm6OPPFzPtNru5O/L8rVioeI8/GsoGBiWF6eOXfNBGeO5u1PJhqvtG8nt4tBuj99dd9HuH75c1iJsjLTBBN3trWm6MQte+rWeP40U+4EMf56yzt5clDlTWveREmkiuNH2hdNabr4U37+lJ7Bk23/6fSngoK1VFVeR339u7P6U1fXozQ0fhXLijmPUdUAu694ZNH4kwR4BGEWWFFZwGN3XcvLTb1cvqqCFZUFGft4KoPoBd2c6/ovGoe/hrklwl8ZPj6357P0hKtc+9pBnVRyCYVnnPsyGdTL894XrJTrGJMaw0qtZbe4bfXjPNH8BifDpzKYvalg6vQrRYuy+ubPT5uofP/o93liQKFKX8rvPvhZDN1yjTcf6A6P20/n7NDZeVMvPpmVongoTOc9+yYUj1jToL36CVi6SbRpMOt+83WVKlc67USjOIPBFezY/h3Xys9Ej6mtfRttbT8k0ZQhwXhykn2f/v6XAOju+bWrFt1dh665HmOa0ZwrSekrTn19L7jub265l7Ot/7kgU40FQVi85OtPQ+pBuynrxbrLnX6Du0mrXUYFE7uRL499xuiJLsl7X7DoHK3lhyfe6ZzDHp9uQuL6VAzeueFnPHjqreimD68aY0N5Q4Y/zaQ7Afz09E95YkDh2aMv8rsHJ+9PE90/m4g/ZTJd/hQILJ2wZ810+dPIyHFGRo5TWXntOH183JhmZFH5kwR4BGGWWFFZwIrKAlpCo/z41dYMUbE/mG6lP6xR4rcj3H7N/kJPD/Dkx5goTDcKZook2VvS90j++2jTG/nglv/iviN/QNzycs+rHwVFcUasJ1OOU6c3WIafcM/6PCVFZezLwsPFF/0T0WgHpxu+CsSIDtcSathAcdEZKgbrMXT7iyIeMzlypJGO4ga6v1+cIS1Jzg6d5e0/f7sz8eHBtzw4Z0GefIUjSTRP8fClj6ZdVTLlc88mudJpJxrFGQ63OD13Ojp/4Xx551rhSTYInE4syx20cdehG659FcVDIFBPX9+LGVKV2hRaUbyUl19Je1pjwYWaaiwIwuImH39KnbgzNXeC8TNxJrPPRI9Lf/yYV5lo/Ojk21CtxPeAZRGKlPG1fR91NWX2pbnTUOtOKjc9PuFVKIoPyzIY+57J9CcTD/uG7eut6Ju8Pw10h/nB373klMen3z+biD9lZzr9KVdJ+0z5U2vrf7syd5qavpk1uAN2Wddi8icJ8AjCLNISGuXme54lrBsEPCp3Xr2K8gIft26pwxp+lM7hQr6+/8P89e6v4NdimIaP031r0o5if9mqWJg55EJT4vjUCGGjaEaehx3cSZWU3KJjWB5ebLs0kdljpyYng/HJlONSUyE6UEtq5o+nIN8VqNSVgDjd3U+wbt2nCKhv4PhLxzj5dAGXx+ESNcoTF9+H5lUwdAvNq/DXDZ+koq+e1+t/YD86ZtJ+ut8lIPs697maDO7r3DdnAZ58hSOJPw/xAPBUBFwlgtmOOdlzzyb5pBNnI98666Q4TLecJAkE6p3zNJ75Wso9Xtav+zRt7T9mZOQ0lhXnwMEPYpr2dbS1P4Cq+jHNqJNWfPTYp7EsnWPH/5L0Va+pjLYVBEGYSybyp57RQop8I/g1najhY0XfRvZkuIl9W8HCynCW5H3pC1i5OJ/gTvrjLGyH0bLuaVoep0+ibvl5sf2yjKEWl1WdAjUKie09r72V4mX7Jlwgcwd3IN2fDu/fyzd6vk1I67KPW9YyaX9qP91PPGbmvH82EX/KzkL2p67uJwiHWwCyZO54Wbr0nYyONNI/8AqWpS8qf5IAjyDMIi839RLW7S/USNzkW880AvCVJ05y/+9qnOxbS9vIUj6357NsKG+gfmgVXeHqtKMogIGJRvbAShzTsmYsuOO+jtSfcwd8Xgtd5DSG9ipRVwbPWl+fk16cerz4aBVwynVGywJlAqfq6n6YpqNNtD77CUxjbIXPa/qpHKyn7novK4qX01hxkJ7X2oiWRNHVKF7Tn7UB884lOwl4Ak4Gz1w2GcxXOJJ4KoNU3nkxowe6KNhRM65QpI6mzZZKPNlzzyb5pBNDZp25onhd9yuKN+vY9BdfutVVN26TDHKmpxcr+Hy1xGLteV//4SN3oSga5WWXpZ1H59TpuxnrwIUjJ+m3k2nFyRXs9OtdWvcuVq364wWz+iQIgpDKRP50vHcDP2+8hQ3lDZzsW8vl8WKyZxfbU0OzN0+OJ+6bLRSYcMHMvu1To+yu28tL7btc49J9BSGqt/yc7kO/Y+9t+LJmQLuPar8O6bj9qYbr1b+ga/vdDAVC9Pu68b67la2xnXQUN+TlT3XryvD41Hkx4EL8KTsz6U99fS+6MuvGyOVPGoHAUiKRs3levc4rr74HwxjJkrmj09b2Y0gp0VxM/iQBHkGYRVKbBaYSjZs0DV9KZfCnaIpOT7iKwWgVqzeG8RyLEnc13rPINRbdxpNHRev5phaPd4zkzwari5s4M7TWucdEY1fNAVYmxoMCTg25r2sD/Ya7saCixYhHiokNV7kkZaLgDti9fFqe/j8Z3xuGEmdXyy20Nsdo9zZy/Z9vIeAJMBQI8dDOe/ji2q+wZcuajNWl5cXLefAtD2b04JmLvjzpzbjzqSEP3f8alm4SPtCdV1pwrlTiyZ57tsknnTi9zjy9zrrl7PcYOX4S04ygKF7Wrf10oulyenAH3JljqViTCu4A6Ho3AJ1dv8hybzztdsqYPdzTJNxNov0umSkvvzJvcRMEQZhv5ONPfZFS9rRdgVeBXbuHePwF36T9aWKmw59SST1Wpj+BwoayU7x13cNsqmjgC1d9KaMHD+Bk8eT0p4znkEm6P3lNP6tD24h4h2kvaeSe018m4AnwjTd8g8CJif2ptDrIu//mClcPnrnqaSj+lJuZ8Kfq6lvo6voV2V0plz8Zkwju2MRibePcmx5YOj9/qq1964LzJwnwCMIskmwWeO8zDfz3yy3Odp+msLpmGV94+GMYlj140zAV/vtYECVjlWU6xGImj6FRXdjLmaE1pK5I7e3cxcHuLawubebMwErnnmDVKdBiYPhAjVGx4Ql6T95I96Hfoee1t0zYMDBQtINCXxmh3qcBCPesB2tsZcEgjoWFJ3WbbkF70BW4KYlU0X66n/aRdk7ED7vkY3nxcpeIpPfl+cYbvkH7cPusCEvqStFEnE9a8HiPmcy55xvp6cRdXY/i9bqbig8NHXJ+tiydU6f/flavMT8MR0rAvs6VKz7iTJNIrsTFYiFON9ztPOrosU9TWrojQ0ByNVgUBEGYT+TrT2ChWwp3v1BEfN76Uy6y+9PJ/vV8bd9H+bOd33L5U2y4isbH/nbMnzY+TO+pN0yfPylxLj97Gx7LR1yN8cPtX2IoEKJ9uD1vfyqtDjqBn2w9DYFZC/iIP50f6f7U1PRNCgvXu/ZJ96eurAtWc01+/jQy0kBzy73OowYHDzm9flKZz/4kAR5BmAMeeNUdob56XRX/9WIz4UQDOyNFIGY3XXh66B6tJFt2T8z08y+vfNypKf9Zw23ctel/eM5nELdiNPkj/B//iFNLPlGz5dhwFf1NBay5/A5i1tP4FDtgpGhRLMNPXNE5WPcUu9re6HqcocQJBwfZVLyR5cXLXY0A40qcX23+Hn2VX8zZUDm9L89Hn/gouqnjVb1866ZvcXnt5ef1uk12ysJE+59PWvB8TiWeCnbttA+IAd6MEZoLifR054GB/dTXvxsYW4kLh1toaPyKS2Sy1cjnW0cvCIIwH5jInxzfQGEh/pkzKX+qfc4O7gCYPoZHK6fVn45Vv8jWrtcB4DF9bOrczUCwi/LYEmfhazL+lO5OTzY/yb8f/Hci8cis+lM++4o/jWGXY41lv7S1p44tT7ZoWBjk40/Nzf+R17Hmsz8tvE8+QVggtIRGs471fLmpF91wfxg+daKbqmAPVy21a8cBp478/KdAzB1nBlen3BpLZ1aJO3ICUKD7ib/wR7zO0ohh0aFZdA2soNBJNY7aGT5ZSB0N2rnP4Lmddeys7iIyrLH20tPUlO3g70N3EzWi7Gh/PZo1dl7N8vDbbzcT/JSXTavWuBoBeiwPtx/7GD/Y8Q+8fGI/I7qHunVlDAZ6nFWm1L48XtVLYLSE1YNraC9p5KNPfJSH7ngo50pUrvTkyU5ZGG//pLxoZX6Kb1yBAgS3VOUVNJrvqcTny8DAAezgDoCOtXB8ZEL6B17mxZduY8f27xCJnCMQqCcSOcdFm7/sNA3M1SDwfBssCoIgzBTiT0ly+5Nu+ngxvISdWPhQ0LEYNX0UTNqf4jRcUYu3qBtt1MPFKf60tGuj63FJlzr4jUFqPtU4aX+qK6pz9TQE8A4XsmJwa17+lGvk+mT8aaJ946Ew4SM9WEDlnRdj9EfzdqEL0Z86On7Oa0c/Mc4eC1umsvkTkNKAOUBNzS1ZHzuf/UkCPIKQJ+FwC0ND+/Kqs0yd9hD0ajx217WOpFy+qgKvprgkpSrYwxeu+hJ+LUbc9GFYVmIShJefnb6NfV3bF5ioZOvNAyuKW2gaGpsKtsxQ8Fh2hpIPhXeN+NBGdqNoMaq2/SjrJIjYcBXhnvXokeKx0aBxjTvCWymx9nHm+b+hz/DTr4a5+/2fo72yhxVXrGTPt1vBGLsW1fDwuZ98iX/5o7+hq/QccSWOJxEE0iwPq0Pb6Ly/iI74MVSvwgPbv0SPt40qfSlfXPsV/uvqH/LC8DP0d4+i/GgNXtOPrkZ5YPvdGZO2kkGduqI6Pv7rj2cduT7ZdOD0/QefPkvJ9faxkvLi/BfwqgS3ZH//aMMmo/u6CK4pO+9U4slmHs024XALR4/9xVxfxoximmH27X8fqfXlqhrkkh33E4mcy/m5lW+DRUEQhPNl8fnTVPr05OdPAC/0redo6RCrowGuiXgpOHfJefiThyuGtuHznOHcbz9Bn+V1/OmsFqLrfjDjEEd3St0z/WnsPs3ysKFvJ13fL6ZDz/Snv112D+GqEMuX1XK44QTvOviZnP6UuiBWEqnKOXJ9Mv6Uvm/4SA9qkc/Jtun46j6IJ/zJo1D7iV05j3Wh+9NicCfI7k+K4mfd2s9QU3NLzs+s+exPEuARhDwwzE72vvL+vOssU6c9hHWDl5t6HUFZUVnAf33wCt5730uOpGwob8Cv2dkFHjXm/GL6NZ3f3fgQd6x7hM/t+ewCC/JkktokudRQCJr2qpMXBRMTLTGa1DJ8eAJDeAvdcjLStZ7WZz+BZXpRtBiWEkOx7PTkniNvQVEYkxbTwyvfD/Oev30jpeuChP4gxNHvD6MlXl0Li+KRCv792W/zWO8vqdq8gtuPfQzN8qCrUQLxAqxEf1tTt1jatZFoZZS3HryLA690onkVfrj9B/aYUHMzYDckXDGy0TVpK7Xm3Kt60U07PTR95PpkU3tT9wcY3dtJ+EA3JTeucAV3YEx4ACezx+iPopR4qXg8woBxmsGUlayJhCP1fmBSmUfpzHSDunC4hdOn/ykxEvZCx/0cTTNMJHKOurp3ONuyvd4TNVgUBEE4XxanP01/n55sQybi+Llhw88o6lmN94zdI+R8/Kn78FsADRKLXJbp4ZX/DPOez98E/xcefeEZfvbaz7m6+R3OkPl+bxdf3/d1ft3y6wx/WhfchJkomUv3pzOvRNG8xfzb9r9J+JM9Zj3dn9L79dyz9P6cI9cn408ud/KoDDzRDHELxatScuOKseAOQNxygkWpmT0FW6owTPOC96eurkcXiTtBuj9ZVhSfr9L1ui4kf5IAj7Bgmc3O5Ub8WEaDsfFG5l1SN8L1y/dypGc1I/ElXFI34tR01tTcwu61K/j1J6/n5aZelpUFOd3c5owAt4CY4cGvjU3P8WsxNpQ3zIigVAV7ZjCdeWwVS1N0mgdXAnZw584hPz4UYlg8GwjT6Ynz1uEifCigxfAU9DDYfCXBqlP4inqIDVdx9plPOA0ALcNHrPAs/pFEpozlJzZU5TqnZao8/+o+rA39/M9Tj3EVdzhXpqCws+2N6B1RAtufpb20gR/s+AfqEqVWq0PbXM/Eq3qoG7QzdcBu1FzRV097SaMzJlTxWHz+7Z9xZe+k1pwn+/Topp4xcn2yqb3J/QefPsvo3k77+eom5mj61ADAo4Kq0PGVVyE1vV1TUBPfaalBICcDyKNQetNKgluqiPdHGT3QhX9NGf0PnnLuD26unHQjwiQz2aAuHG6hq+tRTjd8lbHSrMVFesrwfG4IKAjC7DGX/tTV9SgrV/5RzuvaVPI8y4oNWofKCXq1Cf3p0Mmzjj8BRC9wf0rfpzzQx09738R7EqVa+frT6JK9FHYmvh8sf+aRDdufilZo/PzIw1x59m0oietRUKgeXsGjTY8C0F7awC83/zvruy/lVPUrVA+v4CrWOcc6H39K79fTUdyAx1eSdeT6ZPwpdV9jOMbgI032883mTwpoZX4iDf303HfE8afBJ5opvnFFXv7kXVZMrHUIBfAuK3Ymc6EpFF1TP8/96SvTcryFyEL3JwnwCAuS2f5F0zybnTpLsBuMtXc8xJW7H806labl5Dt47+YwFgGWrfkGzSfehmXZI/caGu/hyt2PsqJyBSsqCwiHWxhp/hdnwUcBfnb6TShY3LHuYXxanJjhdWrLp5PU1Oao4ZuBVS67+drGshOsKWvhkSa72fEyQ7VFBLs0yxscoC9exqs+nTJLpX71c7Q+92dYhl1Hvvrmz2dMdwBrLLiTwNQLSV05M4nzr6e+QVvnaS6N35r1Cr2mn/qhdRwPhBhK/B/gTOUhLjt7K17Lj+ZV+Oy7/w/Pn3ueSLMJcRXNq9Bbfo4h7/hjQlP79Uw0cWuyqb2eyiAFO2oY3dcFhr0CpRR4M3c0TfoeOJFZKm1YWCooJs6qV/hIz1gGUNxi4JEmZ4ULcIJJyfvDh1PGsE6yqeBMNKhLiknjma/lGG++OFAULzu2f8f1es7nhoCCIMwOc+NPAefz+HTDv1BSsi1jKk3qdX3hqgD9Rd9je33puP7U0HaCFd6vuLJbLkR/qi3s5plzr8u6zxNN16Obvkn5k6LqhJY9R6B7G5rpt0esW2MZPGD703eP/hfX/+L3ucq4I+dVaopGQbiM245/BK/pZ31oFw9vuhddibr86WDja/Q2gWmQlz+lu9PlGy+h5G+qsvbggcn5U3K/8JEe8ChOBk+GP1nQ893DmVO94xZYYGqgGuP7U9qLNbbIZlgMP9dqL8DFJ9+UWfxp5kidrJVkofmTBHiEBcls/qKFwy0Y8WNs3XIv7e0/oKv7YcBO38u2EpV6bQoRrPBjjpwkH7f32INUFC/hZP9aqrQ9wNiqgW5qHOjaTlmgD0WxvwgUxaQi0DftK0Spqc0zt8qlcKJ/Ew0Da0iuSLVqJrHEalMMi+5IOR8M+/AkgjPmyeud6WGW4efQqZtZtuxlZ7oDxEn/+FK0GGXrnma4fXtiHwsVD7cc+xC/2nQvW9uuc+1vYaGgoKtRNq9cT0VTNcP6CGcq7VGPq0PbOFr/PO/e/juYVSP84KmHeDr+MLGtOitGNvL5t3+GN1V+hyebnwRgxcoSSovdcpGsHz/fMer5pPqG7n/NFgZNofLOi/GU+RlMCcjYL2iOE6gwcKmXlctXElxTRrw/ysBjTVkuJC0ylGVoQsFlSyi5fvmkAlTT3aAu9Q+EXNTUvHmeju+cXixLJxI559wOh1uIxUIoih/Lis67hoCCIMwOc+FP9Uvfy9nWbye2xtl/4E6u3P14zj+gLCvClcvOAmdz+tNL55Yz2P8E20rGSisMy0PT4ApWlbQ4X1EXgj+d6Hc3Oy41FJYZKq2aSV//Gj4w5Mebw586z13Ckvr9Y/6k6Cx93Vd5UWvidTd/nlhoPcGqU+ij5Zx99hNgekn603Wnfg/VypzkqhN1XOl3iz+AerTWyc7xmn4u6riao/XP847178AfD3Lql4P0Hi/CNCxUTeH2/7ODnaV/x68af8Wb1ryJy2svzvrsP7b9YwDcuPJG252KyQjs5GI8f0pttIxHpeTWlRQk+hTm5U8KmGGd/mt8rK5aMb4/pWJYbn8yoeh1dXhrCifdg2cu/Cl1ktaFTGHh2ozSrIXmTxLgERYks9W5PBxuYe8rb8Y0wxw+8j2WL3tf1n1SU50DgXoUxetMrqmtfSvn2n+KkgjixAwP0dC30Pt1goaHsBLHY7eeIW6qfH3fx3j/zrNsCH4PNbHdqxp8ctc3+Ovn/zpvgcgndfhk31qihs9ZgZqJVa4khXE/ywyVAcWi1lCcPBsFuD3sQ03JvFHRiGPhSUyG+J+O3YRDO/i/136N4EgVnoIeZ4UK4pSueZbKTU/gK+ph9c2fp/vQ2xhqtUdtekw/l7bfgBd3CrKFwemKg3QWn+HK39zBksTK1RUtt2NiOPsfO9dDHJ1qazt3qJt4YPvdvFa5hxPxw+xkpzPi898P/ruraXJ6/Xiukeu5yGcqRGqzQAyLkRfbKdxdR3BzpSuzJoOkYJhQslfHrNCJtgxlZvmoCpiZExLK37URvWOY4WfGAggFO2om3SAwW4O6qTQcTP0DIUnyd9Fh0dST40yDcK/YB1i7ZvzGgYIgXLjMhT9F2gLYf3LYpVOWpdPfvxfA+fxPd6fkddld+jL9aZmpYhWN/fUdN1UaI+/lz3d9A486tv1C8KdSQ3X8aa0ywiXD5XhRiGOx16c7wR2w/SmJjsW/Nd3CXyzf52TyJMu23nzmUroOXU/Z2qcBiI9WsfzarzLYvJuBM9cCuKaPpqIqKqtD2zCVOMUvbEFJOb+FxfreXdALp1v7gD7XY03DormtjbtesQdOPHzm4Qw/SvenG1feOKnXayJ/crlT3HSVUPnXlhE90Zf9wAAqYMLIs22UKWDenMOfsuFRKX/Hevp+dMIJHA0/307tJybXewcy/ck7Ws3I0c7zbtaclz8tguAOwOhok/PzQvUnCfAIC5KpdC6fTO15+kqX11vmpBqraoCSkm3OL76ieLlo85c5dvz/w7J0FMXrBIRURcWyIG5qPNF8HW9a82sAfCl14jYmV9Y9z8aCfRkN9byqybX1z9MxWuuSjmwiMl7qcPr+n9vz2RkfKZracyeZOeM8ryzNCGNYPBqMsdLQOOo1GNAsMP2ciJZzaUEPg827KVn5LAONNwIeBhpvoGTFKwD0nr6GodZLXMer77so4xwqHtb37mJd707X9Wh4nEbMAFgKHuxGhF7TT93gGvSiEXYu2ZlRI57aNHlf5z7X+M/0yVoTMdFUiEhDPyOHuhzZAAgf7hk/sOM8p5TXwYKhR5sz99EUCnYtYfTlDmeTb3UJJTeuJLC2jJFX3SZj9EfTj5AXqQ3qJjsqPh37D5dASmqxh3VrP82p03/v7NPV/QSK4sOyLvy+PIODhygv3532ORbJaBwoCMLiYW78KcLKFR+h5ex9TgAnEKhPyRjwoKqa406bN/0D/f17CQTqc/pTahDHxmRt8HtoWZoRLzx/Guu/k+lPY4tVHhQuj3mdYRXp/Dag06N4Odq7liuXvoynoJzQsVtBiSb8SSHcswG7T50f0PGWN5OaJZ3ubACa5eWqljuy3pd+Ox2PT6WjuCGnO4HtT+Wheqenz3T7E6riyqSJHA4RORya+MAKroyenP6UluXs21hOcE0pwS1VeCqDmIPRsfKt+OR676SS9KepuhPk50+Lhabmb7J06e8QDK5YsP4kAR5hwXI+ncsnW3ueutKlKF5KSrax+4pHHMFxpxTrvHb0E85jLUunueVeR2gAPKrBsF7krPqk41Hhqvp9Oa/n5lW/waNaRA0vn9vzlwApIjI2EjRX6nAucZnp6RKpPXfG+/I3sXjJp9PkNXnHiC00F8U0vlccZcCjs7+zlJqGDyWOkTqGVKHthQ9jREuAzHRi0DAxUNEyhGQiGUnFwmLI38vta26nfaSd3kgvPs1HzIhlNE0ujy1xjf8sf1153ueBzEkPxnCMeMh+r4283M5QSvbMtKNA+Ts32KtMKSSDO+nXl147ni0LJ5/MnMmOik8nGFzBmtV/xumGu5NXQm/v82l76Vg5ViUvNEbDLQA5V8azMZvNVwVBmBvmwp8qK6+lvv7dWf0J4pjmWHbPkaOfQMGdQZD0J93U8KqZmQTJTOhc3LLqN2iq5bgPzGd/GvOSifxJQ6FtyTFOD6wlYMKlMS/eRPn7Ka+JpsR5bHSIoye2cP3hP83qTzhBIy963zrX8RUUx58yr3Jy/nRsyR7WXV9BoGJVzoETACuGN/GWo3+CgsLm7itZce2yvM8D2f0p0tBvL0SpCn0/PDHxQbI/iYlRoOS21Qz+6oyzKdbQT8Vb1jo+E9xSxeCTLdPmT1N1J8juTwMD+7M/wbxeiIWM5bTgWKj+tDgsVxASpGfkdHU96tyXLeUuGFzB1i33cvDQB7EsnQMHP8TuKx52jR1Or0lNneZg39adDwdFCXDLpe/GsF7PS6fu55Ka/fiyxSNy4FHtD1W/pvO6+j10ji5JEZGxkaD37PuIE0SKGV6KvUPOylOquNy2+gkePnPTjAd4UnvuJAMs8cQXRLLvjoHF6NaHCESqeXtfNb6RDYCd4XN1WCGuBikduAN3cdcYRnT8AIqaCPIoTGCBZF+xss9oT4748ckf8+OTPwbAr/n55K5PjtWIJ5/zyRBe0/6C9Zp+Wk+GIDORKIPUL/Ild+0kfKSHgSeaGXykicEnWgArsyfONFN0bT3xjuGM2nO9dQhPmd91fdlEpOOrr9rX6FGo/cQuIL9RoJMdFZ+NmppbXJOzQr1PZ9krPXPuwqSt7X8pL7uco8c+m/gjyZPReDmVhTYlQhCE2WM2/ClJ8ts3mz/FjW2ow19EUyf3Pag5/hRjZ81BhvWiBe1PGjgjy18YWc4bL/sOx3s3ElGHMNu3gBZme996RnU/pxo/RL3aktOfJmbqY98VFPr93dzX8gDYaw94VS/feMM3MrJz+g+brold/YdN2DHxOcbzp9mi6Np64t1pfWziFuEjPQS3VM2IP02HOwGUlLinx3Z1P5Jlrws9uGPTeOYe/P5ajh77tPM5tJD8SQI8wqLCXXsecP0h2Hjma+y+4pGMX8hotI3kH4SpDQnHIrWX0t//krN/emkVQEX51ZSXX0FNzS1EIm28uv/PuaIuntHexDRBVSFmqGiKiabadeWZqchw86qn+MqrH8vIBvJrMaqCvXxuz2fZWXOQO9Y9zLs2/py3rns0IS5e/JqOZcF1y15gd92r5z39IZ869WQzwJ8Uxii1FAYUi1JLIWjCDRGfs99Jr8FSS+OShkvBdPfLuSjuc0RmKmRbgYLMgM54q1IlkUoua34TJZFKjtY+T3tpA2CnFAO0j7Tzq8ZfccmKK+hSY3hNH7oaY+eOzRNe38j+Lqc2O/lFrhb5xgI68VzdkqeX4RzZQQOPNTHwRIsz8WHJXTvxrypxxoMC9D/alHK9FsMvt6MWeF2rS/0/Pw0+D0W765yMIJj8qPhUWkKjvNzUyyV1YRTFwlocDjIhLWe/l9KkNO6UbcHYalMgUE8kco5YLLSgpkQIgjB7zIQ/FRZuYGTkWM5zWqisXP5BvN4ySkq20dyxl662f0VTrYzFtKQ/xU07w8Azjj/dse5h7tn30Un50/dee7eTPTRd/rS9tBGzaz1Do1Wc8pp2OXoK2fyp1lCoNVQ26/afcAoK14SDKH3L+Z3qVzn7zCedaVhXJI5zbcSLks8KUw7UPBbG8sEfL6BuYK1TetVe2sCvGn9FXWEdJZEqjhxppKO4gTVbN0JK8u36y2snPPaE/jRL5OtPlXe6G0vHQ+Hz9qfpcKfLV1VgDR9Ku3fxipRpRnnt6F+QDEBnG1wxn/1JAjzCoiK19jwWC6WkItq1lelN/yKRNkKhZwEvMJae5+42n2UsdRqh3qfp7Xsev7+W145+CiUhPGpaHEFVQTdVHm9+Pa+FNrOqpIU71v0KTyKVIlVovKrB6pJmPrfns+yqOcAd6x7Bp+lEDR894Qp21RxgZUkLfs1Ob/ZrMbZUHkVT7GMlj3O+0x9S05X1uI+7f/uXnIlVuvZJrR2PYXF/cZQBzaI1cd/VkbFVqc26B47cRrYSq9SVnHzIlYGTi8nse3HXNc7+63p38suLv8FXX/0qFhZexYueSCd/kAf5uw/dzWhLmJ07NrNp1RrXcVJXmgCGX+5g+JnWseeQSLNNTzXGNN014CU+zGE9azPkacfEPn/i+oZf7mBkT5t9bRpAygjQBMPPncuIekZO9Nv/Hu6h6sNbM4I8k00tbgmNcvM9zxLWDa5fvpf3btYnfIymlWIYA5M6z0IkGFzJ0FC6tGWfmKGqgQU1JUIQhNljZvzJTarj2D9bNLfcm8jiAdCdHjvpi2lJf3qsKbs/peLX9En70x9u+X94VRPDVFzZQOftT1d+Cb8nhhn3ceaxz3PNUJVdjp4I8mTzJ4B3jPgy+hkuNTQ4cjtnuZVsf9ppdsGb+7WepCdNB9vbbmBn201O6dWT677Pka6z/NG+u3jziY9h6Qq66uXfdv4pX/no1+k/bLL+8lqWbRzL0E4vV4qHwvn5UxbUEh/mqD47QaA0f0qOX1e8KmVvX0/fj09OyZ+m6k5Br8b//v7E7rR4cGcXKorXcaKF4E8S4BEWBel1kckVpIbGe5zVbVUNpDX9s6UkyfJlH2b58t8nGFxBe/tPUn6x8/tATO/RkwuvanL7mid548pn+NnpW/GnNGJ+oW0nl9UddOrP71j3MGcGVzKkF/PVfR+lKthLT7iCu3Z+03lcUpiihpebVz2NJ612/XynP6SmK3s9Md4fbOar4SrXClRq7bgPeyVqQDNcq1I7Yiqb9WSQTMNdG35+TEVaktJjYTHoDVGqu8UtPdNnbddOzpWcojhSSd3gGob8vRRHK2gvaWR/5CX+9o6/zTiHa0SnBlhZplWpOAKTXJnRyvxETvYx/Gyrs7BiDo6tPhbsrmX0xQ5mlJTy61Shsr8Hs0iSmWN7gtEDXa4ATzr51DS/3NRLWLff10d6VmMRQCGSdV/nci/I4E7yP44X+z+ISXf346iqH9OMoqoBampuAbJPzDDNCOvWfgafr3Je1JALgjD3zKw/uUn+LWtayQUw+7vDPcknN+P504Gui9hcedLZls2fdFPjk7u+gVd1L6rppups01TLuT0lf/LY392qJ2aPKR+pdhwJsvtT8mfI5jkKk/mzbiaCOyamk+2TLYDkSVkQVVB4w+n3oqJhKHEsy97Xa/qp6Kunpeg4b33vW12PT28mnCswks2fUBXCR0NEXutxFsmS/lR03TLMaHxW/Sl5DZZu5p7ANcP+lOpOYd2gcfgyyhJBisVH8j+OJ/GvO7hzyY77nddwIfjTnAd4/vVf/5V/+7d/c22rqqri+efTG2MKQiYTfXiFwy10dT3qiEh6XeTaNXeh6/14vWXU1NyS9kvrFoqRkZP09+8lEmljZKSBsZGf2WvIp4pP0yn0jjolVQCX1x3g5fYdTiNmnxbnL3b9m6tx4K6aAy6pURR4pvVKOkZq+N2NDznb46bCTxvfwCvtV51XevHJvrXocR/exApUrGcDyyx7pFNynGfQxJnuEMOiVTMpNXBWpfSsX1zjS4eV+F++KcPnm82joFCiV2IQd03VSj2ehcWp6lcojlQ6DZWT9+tqFGtDI2eHzmbUl7vHm9tHSqf8dzY6qzHJf52gUA5mXE5gahm7nkQgK+UpFOyoybl7vjXNl6+qIOjVKPR0sqXqDLXLP0/n2b9msfTaGSP5H2fss8uyoqxd45aOcLiFWCzkrDYlUdXgghj/KYg7CVNnfvhTdtKzmyeLT9OpKgg5ARrLgt5oOc+fu5zXr9iT2MftT/fs+wif3PXvTiAHxvxpOFbIm9Y86Wx/sv0i2gfXcqJn+3n5U3vPOuJxH56EP4V71mNgMaBYXBqxs5g7NMvpvZP0p2LTvQgVJ/sk0lyYiS/fyZZc5etRqcedaH/b4+znmjqO3cIiHBykrqgu4zHpzYRzBUYm60/Dz51Dq/BnvW9ayeVP+XjVDPhT0p3CusGy4j42lA1StfxLvHb0Uyxef3I/76V172LVqj92XruF4k9zHuABWL9+Pd/73vec25o2ia6zwqJlog+vbCl0ybpIwPXYHdu/MzaSM1Fjnk5v3zP09j2TttVDcfHFDA0dnJHnuKH8FKOxAP5gcoqEye46d1f71FRhO634rOt+y4Lj/XW0xOFthgefFiduwTe7vZz27mUkfvV5XVtPuIq7f/uXvD/YTKxnAyMjVQwUxjLGoceweCoQc+rLL45pzgrUZMQkiZL4X77CMZl9sz1Wy/IxaWCgoWEkJPaS1hvxJvoGJc/jNf385pVX+Z+2+3nwLQ+6gjz+VSX2l3V6WrAC3vpCiq5eRuEl7i9uV1BogRLYXEnR7jqiJ3vRe6MZPXjAnX7dH9ubV03zisoCfvnHqzlz/M9RiNDV6mXxyUk6PiCGqgYpKdnm1I739b3I/gN3JiZCBFi75jPO/fNh1UnIH3En4XyZL/5UWLiOkZHjU34+6f14AC4qP+5sUxR4/fLnMcy0cd8p/nT9st9mTOeyLDgZ9tA3VM/NpoZHNYiZ8Ipymp6Cs4zEd0z6WksNhbd01dP82OcJVp0k3LOB8EgVDwdjTvkVQByLvT6diIrjT8sMzbUIpUxyxWWy/pT6uOnExOTVpY9xSccb8Jg+130KCsFwCR//9cezupOr5MpyPTCnP4WP9IzvT6aF0TN+1u9cU3T1Uoour2Pk5fZp86cVlQU8dte1vNJ4hLLhT9N5NkKXIv6U6k+1tW91PvcikbYF40/zIsCjaRrV1dVzfRnCAiN9okP6h1e2FLpkXWT6Y8d+YW1ZaW7+do7pO+nEMc3McefTgWXB+vLmjO1qjskRcdNOOfZpcZfsKAp88KIHeXpIA8WWF9OCFT6LfiNKpKCJ+EBl1mMq3hBaQRPG6CosPXOf3nAVvxysIWBCJKCzSlcy0od9KFSYdmYPuCdCmFio5ykOcyUndtDH/kPKg4/bj34MDU+GMOlqlPaSRiLxCPs697kkxVMZpPSmlQykT3ZQFfTWEfofPIV/RbGrnlorm4XVpZkgJSU5criHyLFeaj9hj0SNNg0SD4VdEyRS069L/nhrSlNPd03zUNtJWhv/m1iwmxVr3keBcs4py0qdvLJYKS7eTDBQT0HBKvbtfx9goKqBxCjiZNPTCD5fpdN0WVhYiDsJ58tM+dPmTf9Ay9nvZe37lUmc6ZjOBJnBHcuC2qJQxn65Jm/FTdi5JPOaFQU+sPY5TJ5LNG1W+EW/xhq/CZyfPyVLr/SRavSRak574pwN6BRbY/4E9oTRK2O+xLhzO1Mg1Z8MLGcKab5Mtp9hOtPVt0dF5ZKON2A5peljpflxJTauOy25ayeDT59ldG9n2kGz+1M8FGbg8aYpX/NcM/zbNgIbKii8vM4eg57mhFPxpyuXnePoMfGnJBeCP82LAE9zczPXXHMNPp+P7du388lPfpLly5dP/MAUDGP6S2TmK8nnupieczaKi3e6PryKi3e6XhP3/QFWrfwTqqtvxuerp7jYcO5L/SCzRecgvX178r6O8SZATIVs07hyYVl2/93kB0/6Y70q3FQ69tr4VHhruc4tpTr/t7mU7mzn94YoXHMPiqpjmV5GGu9ySUpqA8D00eeua8Nie8zDRTGN3wZ0TnlNHg3GeFPYh5ZjJSmXRMxFU8D0c6dfQzLDJ3Xb8suK+a/ot7giso5TXj87qnYQ7R4h1jSIb1UJnooAvosq4PFmd+144mdLNxl4qoWi65YBEGsaJN41OgvPcgZIf0vETYZeamf0hXZHRKr+dAeeigDhxn5X+jXnirns0l8wMPAKpaWX4vPVYxgGwx2neeXoW0CLQwx69j/Gpo3/7Po82LD+7zhx8rNYVjzr6u6FztDQwYzMQtN0r1AqijfjczNJONzivO7TuSq12L+3ppPpcCdYXP9NxJ9sZsqfkiOF82V++VP294RHTf3Z4u3lcbuvocl5+VNqkAZgbVxjXdyDjuXansSHwnpdJWzAgGI5RVC5/Gkmmc7AkDtzZ+y+/SufoFCFawavYYdnC4ZhEO+NuPyp8Np6Rvd15fSnkcPdFL2unnhvhKHHmmeii8LsY1h2Y2Z7VJzLnYBp96fjJz4NWRqULwYuBH9SLGtuh8k+88wzRCIRVq1aRSgU4pvf/CaNjY388pe/pLy8fMLHG4bBgQMHZv5ChXmJYXZixI+heTajqUsmdb9hdqLHXsS0honFHsEe9+nB57uNWOznrn01bS2KsoR4PP/Az1wymT9ov3vkPexpuyJju6f0VYJLf+TcDrf9DvGBXc7ti2Mat436Mh5nYCUmNmRHx0q0Alw4f3FbWByueYYtXdeioo4FtBQdVVFQzbEMHkszWHOTwZa9BaiGgq4atOyOsvqlAlQDTA163xjAKFLxN+uUvqyPJbmooJhja1mmAopqJ15ZCijjfFpPvTX19JDPdUSrFPw9Y09mcKuX8CYv2rBJxeORjNcpFcPsJN7zIGH/U67tPu/r8Qfe5vy+6/pLRCL/L/s1LsKATyYeCgv/Cq/n4ox7DLOToaG/AKKAn+Lif876+ToVduzYISVFU2Cq7gTiT4ud6fOnh7F77uTqR1gB9M7AM5gZZsOfLo1o3BDJ9KenAjHXCHSw/cPAdqb4eWTtzDUWFq8sfZTlA5sIe4dYMXARmuUhrsawLAuv5U/xJ5OqG3rZva+GqK7SY1p4rvRRtz+etz+BHZYYvNxL6at6MnF9gmucO39KPfdkr2N0tcboJi9GkTqhPyV/n9VQH8MF/+s6Tj7+lDo9Tpj//jTnGTzXXXed6/aOHTu46aab+NnPfsYHPvCBvI+zdevWRSOLhmFw+PDhRfWcx+fmrFvtCGojpaVvzxpB7et7kUOHH0ikI/qwLA2IJ4I9bgyjAWiY5uuePpJCYlr2l0OyqWC2tOXUbXFTyzkBwhhdhWV6nRUoY3SV6/7UVajU7JbjnjiDqsXlMW/WQM/59N2ZaxQUtnS9zmkgqKBwpuwIBQEfh4r2UBgrIxAvIOIZ5UzlIa5q2cg24w8YMSzaInByTwe1xmoKNQXVgOXdJRRdtIyYOcjAy6cTx4Tim1YSOdmLfmYIADWlkf94wZ3k4+cD+VxHanAHoOSYwdo3bsVTESB+0dhKXX1iZSpJONzC3lfej+kPu0zIAiqX/T4bV1wL3Ew43EJj48NEspbUqyjK4lyVSlJddStr1vx5zpWljo4HOX4i2TwwSv3SEWprd0zLuZPfX8LUmC53AvGnxc3U/WkMFTvIk162PvPBnakE7fPxJ7t3j4WWst4wFX865TW5OpLpTx2axSlvnPW65gRyFBTnj7WFFtwB+/ovabsRD96UxbE4L+/4CWesU6wObSMQLyDqCdNYeZCr2jZyif4enhqKYwDKr8NcWaBR7VXH9Sff+jJiiRHiKlC2V897KMRcvqpKjp/zoeCMQWGr5WTy5PInx53MMEqBDwwNEtPaUv0pHN7MwMArjIwEOZsyJNUiWd6YOgZscVJX+zusWPGRee9Pcx7gSaegoIANGzbQ1NQ0qcdpmrbovqwX43POF/vD7M3jNhA8dPgPHTmxrFQhWVh1p6lTIlInT6TKSdRQaOhfx+aKU67HGtbYTqn14iWRKpbFajh36s8ZLm7IqCFPHXN+ka6xPTZWpnRx3Esci4NenW2611l1soc3L8wVKMCZ9gBgYrCq/2IUFG5kPYYSx2N50dUowyUtFOlBBiydZ4cSCa6R5fyGOK8v9lCoKfS81MnJlzpZffsa1zmsmOEEdxYVcZN4yzD+6kK06kL81YXEQ2EiB3qcUacAQ0P7xvpCKFDAbvZ2xPjl2as5+1SUx+6KUl3Q4/zuj5G6sry4gzsAPaHfsH79p3N+f1RUXOFK166ouEK+a+Y55+tOsDhdYjE+53yZrD+NoVNcvIOhoQOzer0wtYzMifxJNxMDyNMGT2Xzp6KhtdRHKmk1qhhsvCtrD57x/KnWUCi1FB4Oxrgt7MODPahCwfanhZgBDWPj0ZNlWh7Lg7+jEpac4rLWW/GafnQ1ylBJM0V6kG7TcL6xLQteHDF4fbEyrj/FTg24T7pI4hCWPrE/pbqTRYzVy/6cvvZ2nu847vjTL//4NC0n3+GUZSYbDYOK4njTInlRx6Gu7g6KilbnvH+++NO8C/DEYjEaGhrYtWvXxDsLQg7GayAYDrdw+vQ/XTANxFKbKefCq1pcVHkqY7tfi7OhvIFQXHHqxYtGl/Cug5/Fh0pstJb79XIGtLEP9dTeOzEsflIY4+KY5hIODwo7dR9xLF7wxTjst78ckuPTf2fEt+AEJZXUYI+Cgsey5cVr+vlk4/9hrc9Po667QgkmMLSiGFqGnJWpgz88yQ2FdtAHYPiplCWTCwG/ajcqmADFq9qTxRKkNgvEo1Jy0woKtlRRVnaZ64uzvfDP+MrjyQ4IBi839bKp5HlXcGdp3buorX0r+w980DXScjFjWdGcE8kAgsEV7L7i4XFHKAvzC3EnYbqYij/NRXBnOhjPnzQF1CwptOn+VBIr4V1nL8dr2o2R76eKgbThFNn8aXNisqiOxdURL77EQtjDwRgeRaFVG/OnVs2kNq44PQwXGqm9eHa23YQ/HnQmkKb6U7+mY2GgJFwrH3/CvMCCDx7yGmaVjz8VrXc3XK5bdTv7RlW+8niyz4zBa83PUej83kdYt/Yz+HyVBAL14k8pJCeS5mK++NOcB3juvvtubrjhBurq6ujt7eWb3/wmw8PDvO1tb5vrSxMWMOl/CCa7x4fDLbzw4i2L7oNKzeEBUUOjtPg4tWYPw6pOpWZylc9HYWEIfaQaHworfS0cVgucFajkBAhITMgKNPNjTxnvHKjOCNp4ULgi5qXY1AlYKoOqSYWiXlA5FFZiRSOZYu2z7I/VJZqH19Q4ZuLJal6Vog0aPWdMZ2XKMCFkWLagXIiZrzmCO+W/uxFMC63Mj9EfdWXpQNpI+LjJ4CNNDD3ZwpK7drq+OLtHqwh6nyWsGwS9GsvKgnz0BwZ/dbkXn6aD4qG29q2Ul++mru7ttLX9b9brWRz4UFUV04w4n4nhcIsz3jh9zGcwuEICO/MYcSdhphB/cpOPP/m9Ua4yCygIDjjutJxRRkqPujJ4svnT9/3F1EcqKY/DlTG7L48HhdvDPg5646yNqtQaHlo9BnGvwm0LNLhjYgKWE7RRULio6ypXiVrSn8pUL52rnqK6+XVolgfNqyw+f8oS3AlsLKPo2uUY/dFJ+ZPypMqlf/wgw8ph53v+8lWjBL2a409V5ZfTP+zDr8WImxo9g91ctO4WACrKr8xzsvCFTfrn4Xz2pzkP8HR0dPDJT36S/v5+ysvL2bFjBw888AD19fVzfWnCAiZXBLWr69EMOVEU+wvVXaa1cJhM7blp2g34k3gUg3eufJU3m3BvVwEfqYngV09gLv88Zx77PKPhEnpW/IBC36AzBeJcIIQersFracSVGMWFR+kuP8ILrW/hdaFtGedUUdgSTzQTnMIkg7mcoDUeqdekoLA/bDBoWGiaxca3+yk3l2EBBUsi+P73HFWaBw1bUjSgMrn6dKHJSQ4C2yozRsCn419VguJVxyQFOw052jSIf1U1JW3X4PWVsKIyyGN3XcvLTb1cvqqCl5t6icQNnBfTirP/wAe5ZMd9tLf/eIaf2fxGUWD5svfj9ZZRUrKNrq5HaWi8x/V5mK0cQ5ifiDsJM8Vk/cme1bIwM6In5U9pZVyp/qQAvjR3Cq35JsGCLtcUrWz+FCw/wsmhS9nRuRtiY42XVRQu0b3O7dK4ykXx+elB+aCiZtnmzobeHzYIxU1iwA033kLfjSFqh9ZSWeEZ15+0ygBGT9amexcUaqkfT5mfwNqynPvk8ie1vZTqVbcRPTpIfFWYFZUFLn965Eg7P9n3Ef5817/jUQ36u+9jT/f/cxaGFjdeaqpvYtmy9wDQ3Pwf896f5jzA89WvfnWuL0G4QMknglpTfRvLlr2HffvvnJ2LmgEmU3veMLCS9eXNzu1kw0C/Cjs9FfhVexS36onRdNH3eTo+ylAgZMtL5dPoAzuIr7ifB2IlrO7ZwWWtN3NVyx1c1norD2+6l3jvJjxW5mSI6SBfqbEsEzN+DqwRUApRPfUoSqZYTBfpgScLhdMxO8Cg/2SQnX/SzlVLtnP4od9SRACfBjcUewgZFhWaMpZevEiIHArR8VovVR/c4qw+xfujjB7oomBHDYG1ZXgqgyy5ayfhIz0MPNEMcQvFqxJSwfrKq2iGfXvJXTtZUVnAisoCwuEWlnieYmfNQXza2NKXZUVpbPzaBVOSeb5YVozmlntR1QCWZWVdhU8vxxDmL+JOwkwi/pRJQ39uf0qS6k7DgZB9DlXP4k/buaz1FsefHth+N63F+9APfhZvlkCIc70TeJCV+F+2YEq+i2Sz6VDZ/Kk58VXd9uMIV79nLRtKqjjUsJ/lFLr8qTLFnxZDcAdg9OVORvd1UfWB6fWnhrYTPH/4f1hVMoRHTV2JjTlZ6Isbna7uh+kJ/WbB+NOcB3gEYTYpKdmGongTk7O8VFffRHPzt1moq0+TIWZorCrJ3uNFN2FfPMRl5ljblOd95xhU7a9eywJf+V68pftQVIOhQIiIbxCvNVY7XRyt4Ic7vsTyM39A0cgyLtG948rETGTkGLFT6KNPgTU8tlEpwltwA5pv/bSeyzn8OM/Ba/l5dc8R1jYbVOsBVyqy/dj5M958VjEser6dmASQklo9ureTqg9vdSQluKUKEnf3Lyvin+97lU8b9nsumdHjqQwSDrfw4ku3YZph7ljnJWZ4XEGe/oGXZ/HJzW/GX4lTCQQkA0QQBDfhcAsAqurHNKOLzp+ihmdcf7IAX8Kd9vibGVR9YGooqpHDn4Zc/lQ3uIaTNXv5r6WvsqN7+3n7k5L4Xzby8a3ZdqjxrklB4eyPu6gO9rLMU0hUieG3fI4/WYvTniBu0fOdw2PymMWfANQinxMICpX5xvWnM8ffzvsvihA1Mv1JGGMh+ZMEeIRFQzjcwoGDH0qZnKXz2tFPzPFVzQ5xE55v38ENy17NuM+04Jtdfhp1hS93BFjjN2mMqrT3XIqvzN7faeSsGlimiqKatJc0oqtRZ/pBe0kjg74BXvb6uMgLij72xTuCSWHaitKMBHdGfpF5hzWc2P7mKQvKeEEpC4vXan7Lpu4rnCwmXYlS7w86qbIKCqeLQhxvLXFSjG8o9iy6LB4XaaVpg0824ymzJSTZKFDxqhy8cSmvGDGGgv2Y5afwD2wkVLaFR15tdTVW9ms6D5x4Cx5N4327RhkeeGy2n9E8xTZBdwZP6nQxAJMDBz80r9KMBUGYW1ID6OBzFskWkz/tad+e05/+tXkVI/4Ox51Chkqsfye+8leA/P3JMr306nV0pPlTNu+YiTKtmXaoifzpZOUrrA3tcCZuWVgs99glXKNRi54NJYTbOjjdXpjiTylZ0BdiH55cWGn/Jhh80s4wC93/muNOS+7ayctNIRp8bXSXt1LatxEttoRQmc/xJwU7cOHXdH56+g4+/Lo1qPHjdHU/PItPaj5ju9JC8icJ8AiLhtTJEIsNjwrX1mfKCcCZKKz0m6z0mxwKa+wd9VChmlxdv4czMVtW3JhEBzZiFZ/gge13Uzewjlb/AH2ja9FbrwOgo/IF9MhuR15eKuzhhqGlaam405fBY1mmveo0Dvro06jetVNKNR5PTk5UvsLB+qc4WP8UqxO9iFoqjxCImGwy/5rhuJcij87P1VdYy+sB+6vBaRIoABA7M0jnPfsouXGFExizdJPteFCLe2m6/O/xaTEgwP/9wV/SOlTOsmKDL1wVwLIiKEqAmy/9PS6qHkUf+gnDzqjPxY6FonjZsf27BAJL6e/fy8hIA80t97r2mm9pxoIgzC1ud4phLZY/ohNM5E9ry85hAYfDGiFDpUI1WbNsD2ei2fwJooMbsYrG/KnFE2FgaAv6wOWA25/i6IA9pdQgjoKCipbVn6biVLPhUOP50+GaZ9iz9qe8EnmEzZ27KY5U0lV9jFu6fp+RuM+enPXqEIpa6MQ0Mvxpkb0vsxE7M0jPfUfASGQ5JTJ1LqkboeCqf6RXi9Fl+Cgr/y/uvP8lwrrh8ieLAJ+4/Y+oCPbR2nocxJ8SGAvOnyTAI1wQJLuZpzYETN+WOhliMZIrhrDGD2sDdlbTLaU693b5+EhNzCnV+nJHwCUpigq+khNjteuKiRboxuc/jhUvxF/1NDHV4oGqZ6gbXMOQv5fbjn3M9eVuYPJs2Rmu7V+JNg0fQ3a9+PD4O1lDmPFzaN7lUz5fNjaFLmNd7w5+tfmbnKk8RN3gGgxMRkx4ajiOx1SJq3GOLDvCWu16MFR3k2XBwdJNzFHdaRSoeFWWbqniW0s1Os8mZSPCiuKTtA5dQetQOQMFX2JTyR5qa98KmOzb/4fO8cqqP8hD+05w3fLn5+T5zBcsS6e19b9Zt+5T1NW9g3C4hZaz92c0CkxOiRAE4cJnIn9KdSdF8aMoyqJrupqPP92alz+Z+Iptfxr0hxisCaEo4LPAslTHnx4uPsjtxz6Gxxprspx0JQOTg4XtXDKy1Cn5TpZmnW+QZy4dSkHh4q5r0D0xWsuO0x/s4tiSFxkKhPjjokaubLuJJUNX2pdg2g5qmYg/5cKw7DdsoteOf1UJBbHf4tdsd/JoMTr1A4T1OoAs/tTHvv3vcQ5XVv1BXjz+HJsqT83Fs5k3LDR/kgCPsOBJTR9OdjEHMrYlJ0N0dT2Krvfj9Zbh99fS1HwvIyPH5/hZzC59OpQnvCG1yaBfhUuLDKdpoF+FNX6T0GhaeZUCxZFK3nXwM06WzgPb72aw+inneEOBEEOBEBu6LsNruT9qNFRWjFbz6zU/4MbG38/aEHBSWCPTu99Eh0mTqOTPHsvL7Uc/hqWaeEwfuhpl77JH8JiJ0aemj2WjK1hz2TClRyqoVJiz7B0Tiw61nzBRgvipNctQZ7iePbOhYuL9l2Xlbei356j64FankWBbf4TuI7UoZWOZOi1DGwBYVtxH6eg/0jYSob3jIWLKarwpx2rpPs2VSxdjH57MF7er+2G6e37NlbsfJRhcwSU77qOj4yHKy6/EsnTXH3mCIFzY5OtPyalagUA9g4OHAMSfOH9/Sn+sooA/xZ+KoxVoVvY/0TRUto/UOd+l2Vxk0syiQ2ULQml42NX2Rna23YSC4jhlRyDEk7VP8K7OnXZGkxpj8yVQdKJg0fvTeJTcsgqtwOuMUB89vgEsPyhRVDXIxStfR9B7JpHBM7E/rSk7MzNPaoGxkPxJAjzCgic1fTiZHpf8OXVb8peu8czXE+ISwLLMBTsefSoUa9m3WxaciqjsKjCcFajGqOrcB7aIWBbUDa7Ba7qbBA7VhDKO2V7SSFyJZUzXWhsrYfV0BHcAlMLp3W8cDEXnaPWLlIVrWDq8Ds1yp0treCAxdcBr+rlu2XXE2gyUuEZcjXFX71uo6PfP6afvGbWLF70nGVHGVh4KLT+79Q2sNmtm7LyZfQTInVZtQNfJXhpHo5SMRin+VRPr8TAU/Ft6bx6kU9vCB66t4rGjnbx/ezvWqL2ibFlRvNZxZ/ytZUH7kJeNJRd+I9BMLEDFeUMmt1pR53PywMEPYZphOjp/MW9qxwVBmB3y9ae6uncAqYEf8ad0DAteHdFy+lMyeJP63QRjP6cGfFJ79GQujFho0+FNqcySQ5mYNJUdIaAXUjuyOsP/ks8z6ZQ71l7EnrY9PLD9bjb1bbP9qUH8aSLiXaP076im8ekmSmoKKf5VH6uDf8dA+QmOrr+KYLiK919lcrY3zLu39BAL5fanwdFBSgoXc9Nld6+dheJPEuARFjyp6cOp6XHZtrllZu5SjE1UjrOZfsopo49NHENl9mYRetSxLM5UFAU8irvZcjK9OH21qdXfh67G8Jo+dEWn2fK5JKU4Uknd4BraSxr54Y4vcenp97JxaLXrfCrqtPTiUT31oBSNn2KsFNv7TRHV8rC163XE0Xlh5U+5suUONMvjmpBlYaKioXgt/jf2H0S3RlkxvJH3LL2ZioPVU76GqXBG7eLX3sMZ20eI8mvvYd6gb512STmfWReWBrFnWlmHQoxufIkjFIeX8I2HSvil1Q10A9DfP8ynL818jzb0r6B5cBnX1I/fW+DCJvNzRVH8lJVdlvWPu/kkKIIgzCziT5PHo9rNldW0L7WGiEJDzMOXO9QJ/cnUC9BH1mEMb8ZTfBTLVPCVHXLtt3fZIwB0F7VweePvURex3SG1FGu6ehnOlkOpqKzp34aJQXPZEVb2b8k50j1SMMTLHYcwLINwwQC3V11KxV7/lM4/VebCn86H4Zog0W8fdvtTuIbqcA3PtYX5q2dedPZtauvnE7vcjqYo0Dy4lPqiDpYVHsgIQC4uDBTF5wSzF4o/SYBHWLCk1ogn04dT0+N2bP8OHR0PUVv7VmdbIFDvTICYK/ZyBf/JB+lVqpxtFVYP7+M+LuOlWbuObJmtscSKU8hQM9KKU7EsGCk5zQPbv0Td4BraipqIFnQ72Rip5VtxNcbLyx6mwTfEhhmaBqEoKt6CG7JPgEjgLbh+Sg2WnXMly7HwclXz2x05SU2Xrvd6qPAavPK6w/QMtoEXXgvswbPxdqzXQIlDlCi/qHqOd/TfhBK3wKNAPHs6y4hhETIsKjVlSinJJhYvek8mn0j6EwMLXvSeZGW0elrTjSc6klkVQO8J40/saQHddQXUtI4C4EMhhoUPhTAW+yz3alJVsDdDPqKGl+XF7awta8n7Oi90iampvo2Skq3U1NzifCZm+0NOEIQLG/GnqaEqmVk5jw3ahS35+JPqHcVfdgir5DCgOuPUwe1PhhLnQN1vOB4IURupygjqTNegitl0KAAVjdX923JfDwpvLngr3zDuBiBuxgmuLsfan8OfxmGh+9NEvIDOTjyOPwF0Hu2hLnE73Z8O4fanUn8o42qjhpf6ok48amIC7AXsRflQXXUjJSVbARaMP0mAR1iQZKsbT6YQJ+9PT50DUsakz808xb1cwT18KmN7LxXcw6e4i3+aVUlJpTECvxrwscZvQiLzNH0VKkl6n5307anlWx7Tx1Utd2Ao8RkZ7ZnEHt/5ZnsSROoqlFKMt+D6KY9Iz0au8rJaj8Jynx9v8GLuHxzbXlNYg2VF7XaIikq/MsCJNw5wZeGlRJsHGH25M+NYI4ZlT5Bg6mPVO9R+V1pxBoq9EtWh9rPULD+vc+RLalZPV7GHhh6dq/ElL4Pq1lGiWPgTUjL0plUMdo1QuKaMvgcPgj6WMnuyby1Rw4dfixEzvPzs9K1YKPzuxofyv54LPLijqgHWrfuUa4Up2Zcs/Y87QRAuXMSfpofU74vDIwr9hsplBXF641DhIas7pT9OUS2S5R/J3oaXtN7o+JNm2b1p4ujjBnWmI5NnLhwq57UATb37IRHH82t+tlRdjGW1ZvjTzu71jO7NdCe4cP0pianAo1aMESxuZKwNQu2Z4Qx/amsZ4J+PnqPNcP/u5uNPE/nRhe5Py5a9h/Ly3a5t892fJMAjLEgmSo1Lv7+r61F8vsqUCVqzLycmKv/JB+0b6Z+EibEA/8kH2cXeWU03TrLaDx+pjuFT7UweAF+OSRATkVo/niS1jGmm0HzrUb1rExMhRkApRPXUT3nVKd/rNjFRUTkYNin3q4wWuFc6Rxt6UY0iAHyWlw91vwPrCQXermQN7oA9BjQZypjqWPUw48jJeeyXL+cwOUScbXiodzKewFNbQLw7TO2ZYWrxpa1MQnx1Cc8SZ8vl9Vx2SR0toVFeburle3deRmt/mIHRGD8/2EZnbw8Pnb4FTVHY372D9pFKqoI93LHuEfxazFVPnktCLmQ5Wbr091i18o8yBCTb9BxBEC5sxJ+mn62FFhcVRPCoY98zk3Wn1MyddOfw4HX8IhvT5VUz5VCTQQUuL1Z5NtjobPv4jo9T0V1In5HISkn1p125n/uF6k8AKKBa8HkKsmR2QU9tkO7qANt2L2P92nKqQqP83rICAGpLAjx+tJOyoJenXgs5/rSvezsdI1XiTwkqK65n5coPZwR3YP77kwR4hAVJrrpx9/0Bp068ofEeLtlx35yOST/OZldacQaKSi9VHLc2cxGvzdh15PqwVhTwJW77Ur5Dck2CGI+hQIgfbrubi7p2c0liKsJMB3eSKIo6I2M88yEpXwbQG7PY+EQpK9cspVltI+AJsGrLRpQX2rH0MQFVdIu+B07kPGalpjgt3qY6FjRIfvXrQfy5pWKSnMPk/QwTAQLA9ylyjqeV+ol3jDr72u+TsfXhv2np4mVDJ9jaw/dKfHzg/r2EdYOAR+XOq1fxveebKPZ28YWrvoRfixE1fLzcuR2AnnAVn9vzWW5b/QTXLXvBPn5ak8vFwuhIA+AWEsg+aVAQhAsb8afzZzx/8ihjP8Pk3Sk181lBwcRAxe7obGExW4G1mXCoyWACEUPhC2c/zh+v+SL9BSPcuPJG/LESFK+a4U+jL3bkPNYF608pSXTZMrssLP6xo4cTIYXHbllLS2iUm+95lrBu4NXsPWOGRW1hD5/bLf6UC00rIBI5Rzhsl/ovJH+SAI+wIMmWGpceTV2z+s843WDX71pWlEjkHJs3/QOvHf0kc7EC1U9+KZv57ne+5IrEp29LNmFOnQSRD6nNlfuDXdNeK24l/tvNRrBoclioKJiMiYSiW3xzwz287D9F7dBaSoJ1FN5VR/tTZzm7p32sJnyct2OhpnBDsWfKNeTnMDlgFhI3i/EoQ9kb41hQiB/TLOHOHEGZyXKIOMl2nJHE7fpkKZY/S/p64t/WjSVUnAizFIU23eCnB84RTpRlReIm33rGXt3bVdOAX7Ob3/m1GBvKG+gJ238I9ISrePjMTeyue9XZBxaPnCTpH3iZF168GbCwLB1VDbJm9Z/O6waBgiDMDOJP54+iZG+wnI3JulN7SSO6EsVr+dGVKIfrnmFn2xvt86KgMDa+a7YWzGaDbM8lqEDA8vO5+s9QfdFGRo54GFkHS+7amelP43DB+pOF/SY0M38XTeDrhKlFo0uP83JTL4DjT3pKidaaUvGn8ejqfoyu7odRFB8LzZ8kwCMsWILBFc4vVLaa8pISdwO3/oH9tLf/CLecZI4QninK6JvW/abCRB/QlgX/L+TFoyg568jTKY5Usjq0jcvO3orX8mNisGflT4mrMTymD4M4JgZe/JiYWJhoTL5sa75KjYrC7kKNsAWlHoNCVcHyKJw51kL3/iI6jE6O/LSbN318O7966hyGYeVdE144xeaAqatAvthG3uw7TDFRt6Qkfi126xs4jJEzKDNZtuEhkDhOIHE7SeRQKNfDWHZikL8mSBiLP/KEuWpNJT95tZV4mtCk1o9HDR8n+9a67k+uRL2ufg9vWv3khKnGFyqp44yTYjKfGwQKgjBzTI8/zR7zyZ8mCu5ETXh0wMuhsDap8qzVoW2O32iWh1HvoONPcUXHsky8iSwSkzgKWs6SrYWEhUW9V6VNH3tvhS17kmYkDE//UzOGYeHxqeJPqX+2ZwnugP1XzccJ4k303/GXFdKGmTUelI8/3bPvI/z5rn/Ho9oBosXlT8nnvPD8SQI8woInHG6hqembGdHUdNra/jdti8JsBXcANnGMCquHXirsmvF0LJMKetnEsVm7plRSP7BfC6vsD3vzfmxq7XgSFY2rm9+Bgd2HRsMDCsQtHQ9emKYR6VMh1/nzyRJKf6yJLSU1fp3PLf8Gm6JreE/nrXiOBjAM+0siHjM59XIHRmIFZao14fmSugoUQ6FS34TXd5yRlFrxQvysiW3kBauEAQz82L22M6RiktSj8n2KJp2unHxFgih87ep1vOsnhzKCOzAWwNlQ3sDJvrX0hO368dTbPeEqOkeXOO9xRYEDXRexteo4mjr7/RrOl7LSK+gf2Ev2z638G58qipeamluoqbllXteQC4Iws5y/P80u892fUnl0wMtTw9PrT1hwpvIQG0L2H5Ia9vGNxEQkbZ79OTeR26Xer6JS7LHQdNuJTEWnRAPFUCl4Pohh2N934k/5+5M38doGUTBbh7nziSNZ40H5+FNVsNcJ7gA8fOZGgp5Rrl/+AqoyNwHf82N6FvQXij/Nr08EQZgkqStPSVKjqePXjM/uB5OKyfu4z54CYZluSbFMQOF93DcnDQJTsSx4amjij4ZKzXSmbFWm1I6noqDgSVm50CxPxv1Zr2G2+vXkOEc+16Wg0FR2hPqB9XgtP6oHHlr6EPtK99HhC7FEr8SPn6BiOl8rmgZd9adRPUWYcQuVRE14skh8hkhfBXqDVUFd9Go61H7CRAkm0orfzwjRhLR4gY/h57qESD5CzBGVycpGPWpeK1gGdkNEX8rrr3hVDhAnEs/9e5EM4gBUBXtcPXk+t+ez9ISrMlaqXuy4lO3VR/O6/mzk03hwOimpeCfN+jso5Q/S7vGwcsUfMjB4gP7+XBNkPCiKimXFUBQvl+y43xGS+SgmgiDMPFPzp9llrv0p38/5mAmHwtqE+03Wnzx4WRfalbFPMgt6vjGRv6X2GNLVKMF3l9H02x/Rpcep1BTKQu9kxLCImWT6k1aIaTDmTx4FJhiVPhWmy5+WoNKJOem+PPn6U9JPLc3uo0TcRPGqPD06OiV/SnenI6HNfGLnt6YU3JkLf+oc9hGM/Y9ru6L4qat7O21tPyR38Gdh+pMEeIQFTeq0B4Clde9i1ao/dn7pdl/xMF1dj9LQeA+WNb2d7c+Hy3iJu/gn/pMP0stYw8AKenkf9836iPRkn53JUqmZfLo2gl+FmKnwyLkCV/Aj18/ZbmdjpsaATpX089cPrOfptf/LssGNrL2smufa9lHXv4aREmjy9HE8onMqYn9tKEBkyX6+0PBzPAWfYFk8QLfP4rrrVlC1oYq+H5/E6JuZ92iuVaDUUZ6PEHPNftCB8sTzTaYn+7HDojEmri3P1WTwHCbPEAMUrsPLUlTnVdVQ+B8ibN1ayw0XLSHa2E9TTYC/e/RI1nOkrzQBbCjPXlOevlL19nU/d4mFaYFpKXjUTGk51buSdeXNGU01U/+dblLFx7BUXmt6gYixl9Ly1Eigwvp1n6Gh8StZ/xBT1QBrVv8ZNTW3AORcbZrv0yAEQZh+xJ/yJ9vnfDZ/8ipQppnjlmadrz/N9AStmeZs8XHqhtfiscayjw4s/TUxbxir62JOmf20lzdSqMK5zjfz6rDqhK7W+RSO1b3AFxoew1OY8CevxY3vvoiqkgCh/z2ONaznPvkUmC5/SpJPX558/aku5V2hoPAkMdRrlvGuDUsYPdA1Lf60p+0KlzttKG/Ap7lf6/ECNrPhT6nntSzQTfAl4qympfDyqYNoaoz1KS26Cgs3sWrlRzh2/P8jW3BnofuTBHiEBU36NIhUOQE7ulpTcwu63k9zy3eBOODBjJuoHvsXerbrSS/jJXaxl+PWZvopp4w+NnFsTjJ3tBzTIK4uMuhqW+I0Sx4K2L1SkqtORapFsj+uT7W4zKxlMDXrIu3n1PGe6dMh8mWugj7jncNr+bmh4T14LC/6r6K8W/n/0CwPcTWGV/Fxwkg9Dli6j409b2Cf6mXAZ995pECl9P7XXJMhZoKJVoG24XHSigF8iW2p6cmpAjNebXmuyQ/nMHkvwySrme8lyhWo/D2FTkrxu/Dzg8MdtB3pYrvloQKFaqAt7Rz5Zuqk1pQnAz0byk+xa8khZ7tlwX8cfh/Li9p405onXeeJGh72de9gfUVzztcunen4TDFReLTx9ZT7+7hy6T6Wl5zLdiZON3wZy0oXWx/r1n6CmppbMj4P08nWf2M+SYogCDPDdPjTbLPY/SnJfFjwykau64orOvuWP85FHVezvtfORPLiZ1v7DXgsL1azxetZh65Eefzi7/LqqOrKS2qMWZimkeFP+wdHKXiwYUH4U5KJ+vLk60/fJMomFP6dIsef1qLxP880sfHZDuotlWKsafGn1Cyf1aVNrve9bqp898gfsLv2FXbUuLOio4Z3Vvwp/XdQU1R+07Kb65a9iKaabKo8lfGYkZHjHD326QvWnyTAIyxosk2DSCVbCjLEXV3yXKv4ZuKuGU4dVDFndJTnZMj2HLcGDQpO/yEM1aOrUR7Yfje+wu6UVSe7kaBfBTPuI9yzPuMYcZK9diC9HG7/0l8T9YxyeetteMzzaz4Hs7NypaBgEHc1hE7+ayhxZzXKi995mh7Tl5E0rQFXj25mw4hGqxamS7MIaApbRs0Zl5N8qEflPyniGXTA4jp8iZWjsfRkH/Y6R5zM2vJ9xHkCnZvw0omZtcngIeLEUs5pAHswuZco/4cAAD1Y/BcxItaY3GzDQxvuL+EVxa15ZeokpSRJVbCHT+76dzwpvXcOdm9mIFrKBy7O7DNxoGsLfdFS4qbmqkMfD0VJfJZMof+lplh0jNaytqxp3M8hy9JRFG9iusPYilO+kpG6ip/af2M+rkgJgjB9TIc/pZJaOSX+NDV/SnWNk5Wvsik01sT1TOlhTle/yutP/0FevXdmMxiU6zwH657ituMfwWv6s/pT8nFey8+H1U/TZg67Hm8CW7uvZKO6cP0pSTL4k8r5+JMFHMNy/OkcJh9mhAjwlDXsBIam25/+cMt/u973+zq3MRAt5eKq4659D3RdxMm+dXPjT6qJploT9li8kP1JAjzCgid1GkSSZMpcLBbKKF1QFC+qmj2VM/UD5ULtEt8fh5aowtYCK6NEJeltXhVKKpoZHKrHa/qpG1xDaUVnyqoTPNTnJR4t5uL9fwoj1cSVGAoamqURV2Mcqn3aGfGpojkBH12JcnzJiwwFQpypPMQbTr6X2pHVY9eRyO6ZLytUFhanK/ejWqqz8qSgcLR6D41L9nPz0Q9l1M8rGpiWgWJqqMCmgEqZpvDSiN1n5gME0IottuOh5Lft9lKgMXM15PlSj8rv48/Y9v2EuHyHKHHs+vIvU+CkDu8jzp8yCsAv0PkTfPiwS7lSZWZboqNAUlI8wK14OI1BGIsgSsZY0H3EOZRoJJnKvq7tnBuupb6oI2emTirJdOQlBZ14U0TDsmBHzTEurjrp2p6874q6A1xeeyDj82C8lGTd1DKOlQ+n+laypvQsmmqimz56w5W0DS9hY3lDzs8jVQ2yY/t3iETOnZdQpK/iBwL183ZFShCE6WU6/UlZBP7UGFZo0xWuLjZdzzG1XGuq/mQocadfoYJCb+E59NA2Z4LW8qGN7FnzU15a8UuuarnDdX3pi1DzwaMMDBRwPMnlT699CK/ldo6ykhLalWGsFCVSgNMRFXOB+5NdXOVmuvwp20j1arxT9qfUUq6dNQcz/OmKugPsXHIYb0owxbJgc+VJdtQczepIU/GnXMHjdH863ruea5a+NG6Q50L2JwnwCBccqatOiuKFxEeionhZsfyDVFZey4EDH8K0wpiGiqKaE8rIhTIW0LKgzAOFqpX5oWqBYtnyETchHC627yg+x5L6w7TFx1adoolGgiEjwoF133VSkQFWh+zxqt1FLWztuA6v6UdXozy95n+pH9jAqepXnJRlgHOlp1gyssqRkVOV+1zBlNlgPAlSUNgYugxTMbBUO2hjaSYbVq/kcPwpHt50L7cf/djYSpoKD1/0LXo9XVzWfSV/NHgTpapGc9x0+iibwHbDQ72mggEFl9cw+krnrA11y1XfPd6+MCYWOvCzRNNAgPtw92f4BjHnyyX1Va1H5b8octWQ16MSV+FPrRGCFrwLn6uh4c+J0pa1iaTCl/f+Cduqj2ZdaUolNR05VRoNU0FL9NzxqgZx092DJ1edeMxQXTKjmwpe1SJqePjZ6TfRNLiCu3be65wv9fGWBRZKRoNCw1T4zpH3A7C5ooGecAV/uvNb+LUYcdPuI5lOcfE21q/7DOXlu3M+94lIX8XPtiIlAR5BWBxMxp/cn235T/FbyCz3WzTENBTF/cfsz/o83F4Wx38e/pTqTMXRCob8vU62i65G6S5qoaniiONEHtNH3eAazlQe4rKztzoBkvRS+NR/5xINjUvab8zwp/+fvfeOj+Ou8/+f07aod1u2ZMtyt+Uelzi9kd4ghAAXSIADchxc6OUuBHLcAfe7L4QeOEhyAY4WDOlxepzEcYlb4irbkizLlqxm9W0z8/n9MbujmS3SSpZt2dnX45FY2p2ZnVnNzjz3XV7vuv5tSJIEYpDBZEVi38bmhODOdJ/MgaD1np8p/ORcrhDJ5qcQ8DtCdrXOm3EBmNHykySEHQDyAfNR+AL9J8RPTnYKG5rL0HsofpIk8Cq6/bNTzuuGbkogSWiyGcdPD+BVIkn5yRQyiuT+YxumxIM7P4oJzCk8SFugiH9Z+sshgzsF+Suorv6Xs5afMgGe06jGjgE2NXSyoqqIKcVZp3t3zho5P2BW+Z2KECpCRDjc9Ah5/puoW3svnvx9eHKbKZn37LDbPNODO7GLZOw4NDkxaOWV4flulUvydFQZKi/8CU/XLuCaWe8wRxaETPhVm4ciFepCMh2GTG6w2NVnnhssZnnT1TaYPD3nlwnAMrNjGU/P+SWlfVNsOHGO+pzdsRxdihAhZGesTrbSgSBZKOgiwtuTXmRB80VomybzXvlLbK54xlUmbQqD/O6JdBa38lLlk1ROyucDWTcyt2wiO3+8Az1iohCd/hDVwNZWss6ZyMCmFudOjTkvxwz6fhM1BIy1QEHyyVjOXnAPuLJHL6HzOn0IID6fazqWC0G0bBlipcsfirZjxXTMNNmFgQFslYJ8X/g5EB0Q+5irKNmtvkgu64+uHPa4ncaBznP+2YZLuXzqa3a/+UO7buPjNb9Hk40ozIBXScxWa46gsCTB1pbF7OyY5wKl+7d+ii8s+3lCJkqSQIr7wwoB/7Pzdnvd146UsHrSRnuf1RQM2dv7Ntt3fGLILFE6BoDxWXxnRio2USejjMaLMux08pQuP+VPf5LC6a/b62nSIiJi+2na65MrJytpMlyap7sekyQICplftXm4qyw8In6a1rHQblWPtXP1+jr486LvU95T7WKnWBAkIods5np67i9ZeOQSKrvnOFriEyt5TrckISfw09XSp1yVSgCmaYIxuL9zzill/vQCPBU5NIyEn06CRsJP8T46X4ljnieI8ESUi+K/iJ8IP6nAbWgUIaMDrUNAZDr85GSneGPl0fKTk8E0RfCnfTfQF8lxjWmXkiwLljdhfNAmxk+tUX56PeDmp1Tq6t40JD+la548XvkpE+A5TWrsGODK+9cRiBj4NYW1d1+YAZUxUkHBcrunEkCIwei4aQY4XPc6wa4qJLWYiec84lhThSSljGeDkgWoEssiYcCU7EoBjywoq9iFJxqR98pQpMLmAeuykRss5tYdX7WDOTEgiZXhaqaX3FARtWWbmdW63PX4tXvusnuvgYQ+clVodHiPUhyaNBaHf0JyGkKraEzonWZnzDTTi1fPQpd01CioyEJhdeNNLG+6mjcWPMQHsm6kfE4VarGf2765kuYDXRR5ZMKP1g4GcHRB5Giv+4VPQnAnfppDEAse/ocQEazWq985DP1+R8hePgxcispLjs/IULfPWDDIC3ZpMsCvCfNbxwSJI5j8lpBd3RQRggMYPEiYIIzQiju5nMaBMTAPGR7WHTmPdUfOc/Wb13dX2b8DLCvbzk0znsajDB53fEbplabzqT3u9lEo8XemLDN2lifvaJvH2kOXJazv3OewoaLJetLP8VBZotEYAA7ny5FRRqdTGXY6uUqXn7Rjcyioft2+jqnZ04j0bz9Ne31yFX/djZ+cpZtW0Kbaa46Kn2KKtXP1+jrs/5zsFGtt2lbxgp1QiwV/EvY5SQXPqQ72xL9ePD8pQo3zagTE4PKKKjN/egElC0tGzk9jrFT89Dhh/kQYHYt5YmzzapRfYsu9PsR3Cx1Yjcx6RwnSaPlJB/5KhAhWZfUKVI6ewPcaN4cMBm1OhJ+cChsaW1sXuSqIkk3pikmRxIj5KWIoaEpyFkvFT6M1Tx5P/JQJ8JwmbWroJBCxTrhAxGBTQ2cGUsZIfv8Ulix+mG3b74hCijdaDBFCkjQmVEzHm3+Myot+iOz40O/tnMacwv0JDbJnantWyLDarVKN9zSi7VhgHePGPpnGsOQqI97Sr7Asy7B/rwsNlhLEB3NilTwROWQHfWJtW87HncZ6qSQQwwZ3xhpWUm3vWPYhSvsrUbHKUyf3znQtu6z1Cqbd7OXA3wbsbBRY78nddZ9BOtTOsWc7mXD3UvJL/eSX+unfcoxwXAAn0tQ/ZseSTMmmOXiApmilDFiVOI8TYiUaX2AgAQvy434fqsjoE3goROY4Jj93hILCDJoGJoMmDehG2I+N3MkmUU7jwPZAESX+Tle1jRMu4vvP1x66nC2ti7lg8nqurHoZTTbsa4JuSvyp9iZK/J10BtsBHLBTZPeShwwFVbJM/5xmg5IEW1qXJMCJc5/nFdVx7XwfJfw66bEJNAZEDY9uaUqoaBhtuXAyX46MMhoPyrDTyVW6/FS+8iFXBcvGQ7UsLMbFT2cqO8HQ+24IkBl83gQW+o1R81NMTmaKKZ6pYsGdVNuw9z8Jz4ylN08660tIdPiaKQiW2kMq4vlJVVQmrtI4sj6IItzpnDleCX1tA8deahyX/KQBfyRsM0oYeJUwc1D5ZVz662X0IVPIIu69HC0/KQxWVMd8eE5E8abLQIIBc7r8dFXVS/Zwi4gp81rTKtoCpfayMa+f9kARYUPDo0QIGypvHVvIyonbUGTh8udJh58+urSLC2aodDT/IOnxybI/KT+dSKvVeOGnTIDnNGlFVRF+TbGzUCuqik7r/qRbinamqLBwFTWzHueF//sLfS0z8OYdp/KC+xEiwr66u8guv94V3BEC5hQljtGDxGx9/GPjVd4UpQ+GgJ+3epjjM7kif7BH9vw8k5XZYV7frEEhvJEt024q/FeLlZmKlRXHlCyY4ywtdo4HTVVyrEsRJCG5JlQlGwmaTKng4nDuXib1zUAR6pDbEggEpl2dk2p75f3V6FKEA0VbmdGxNHFZXaJroJuNlWtdhoeSBCXR5UTE5M2Nr1B1QQ2VuZV4q/Ksvhv91E1/WJhkmoMJHI5rXN+NwR+JJA2s/C0OFlIFdzzAHFSOYVKC7AIbp2lgPDTF4OQvRMa8ns4JHrXH01vHCRxXTF2HJhtETIXf7PwwmmzQHiiyvXZChjWo1KNE0E0FU8T60mUkJBtOfrPzw9w5/492WXN7oIjVkzYm7YNfOWMBX73q/ZRmtbNh4+8xzYDrdSKmQs7EH3PdL+qTVjTEGwBm2q0yOtM13tgJ3h38VBHlp9r6fyKn/LoEflpYkjjVaijvjfGuoYI7P2/1sMRvcH6e9R54ZLixMELEYHT8JIXYXPkM9cVvu/wJgZRMFb+N+IBLqiDOUIylE2FP2Qbmta1GEUMPuhCYCLD5KZWKg+VD85MhEcrtYXv5ayyLDuUA6/0vj0796AsatD/XSNXlU8gv9Y8bfjJItP1pQvBLBhL4STA0z2xwrHEi/OR8XQnoGuqg0lR80GYov0On4vlJlU10U2Ftw8Xs7Jhns9NNM57h/q2fsn+3+ClGl4JzJrwzKn66ZcUKPnv1XKsa59gvMM1B37CwoZFd/GkmT7w6KT+dDeyUCfCcJk0pzmLt3ReOiz7y0ZaijXd1NubS1zIDf8l+FG8vIhbXlkIIE0xDsSElXeg4U+AklSImPNBmjSW/JC/xdqMpcPNek6yNClfmCh6+wmTTbJmOgUQYGCqYEw8p8Y8718sJFTCv5TyqOmvQ8CIwiRAZlf+OTpjy/mqr9FeKsK38Bc45elVSSLEeSy+TpQqN1uxGph6fbwOZJEmopgfVI7N08Vx+1f4jIk2DVUqzVxYi1YbAFASlEPcd+T5dj/ez5oY1VBZXMvHzS+nb1ELfq00jPs7RKDbN4XeE7N5vHXg7DlF2YJ6wV+EMJL7EgCuHJQPXoXG5PdVBdUGTDK5M2CTg6Anux2gkY7JC3kuVv4mLVz2LpuiurJEmG2iywfqjK1193s5ec+c4UCtjZbrWdVYTDQaIPHxz/ddsSNEUidtXTQXgqd0yS2b9lV2HXuO+56zqt1mFB7ls4XvID1URiOwAEisaxlO5cEYZjYXGEzvBu4efYnUBgiBmhp9YlZuYAhkLfkqmVEwFsLniGXx6FguOXhTlJ4tndCmSslI6VdJrT9kG5rSvQBEKJgY7y15jQetFSflouMCOU6rQ6Pa2J2UtJz8tarkY1fRgSAazVxYg1Yboj5i83KtjvHqEDW82c9s9K8kv9Y8LfkrGSU8SGRU/OZNl81HS5CclKT8BFAGdo9iPE9Vw/KTKBi0DEynxd7rGtK8qf8vhOegIdikGsSMbKT9dPKss6tc2yE8/XddnV3B/7brLaG0maUXo2cBOmQDPadSU4qzTDidwYqVo41lFU3qZduW3kNUwpqGB8IAUxtQ99B1ZSrCzisqLf4AcN9rvTIeQofRKr0qXIfO1iUH3VB7rfoEUAs8B6+Zf1AtfXGPy/94Lm2YnB4KhwCOmeCNm53rJesgVVJAk3il9jZrW89PqIW8o2MnRvAMAdhWNKjSWHr1iyOCNhMzOsteY23pugg+QU7oUpr74beqL33ZNDLuz6J+49eLryS/189FVH+R/jO8zrWMhyw9fzYENvTRoMtMvDPD9ru/T4ukAHbYe20plbiVqsZ+cFRPpe61pkBRkxnQSRPy0h2OY9GO6XsbA3Wo1Fi+/O0ltjwk8RYRniRDGKm/+f2Txv2TzNgaFSHyFACaWKeH3yOZrDKSYAHFydKW8iXu1R5gkddJc4mW3Yk1CcbZlCQHtAatqwNnnHTI0FMl0wUlMsbas2DjSWEbMHSAKR6HFqvuKGIKPPrQJCQjqJn5N4aE7bqZf30wgYtCvT+B7C6yM6FAVDeOlXDijjMZK44Wd4F3CT7qGqWvIamRIfoIzl6HS2e/xwk+xx2MePoak2/xiVegYbJjyGOcdet+w/OQMCPX6OmwWk1FSBndGKl0OE1IHErY1fVkp5940w8FP30vgp8VLSjE2HbO2EzZpPtBFfqk/OT+NsdLhp3iNxa5sS1I/bQJPE+GZqL9OzO8nFT/dP875qTNY6GAnDxuaz2H1pE1JfQvHkp8O922m9riblVLx05nOTpkAT0ZjXoo2XsqVDfkdZNX68MtKhLa3byESyCXQPpNIfymR/lKa1n2Bigt+OGwm6kyFlnhdlKszYEpocbyR/YKMdkzCc0BG7bAONHYTu+N5k80zJYQ88jcgmRGzE1JS9ZArQiEnXOgCgjb/YfaVbeTcxptdvdoCQWfWUQ6X7kI3DXuKl4kxZNAGQJciHCzZRkgNsOToZSmzUlumrnUFp2Lqqz5Cfqmf7rYAs9pWUKQ/Q0GgzDYR1CMm/pIpdIX7QQef6mPphKX2+gM7211EkHXORALbWhGRE8eEZFMc7kvoIrd0IghQBrSmuexgLsbKB3+BAT6Jxy5HvgYVCYkr0KhGYQbKCRkEjkRXypv4hXa//XtBdwTZEJiKhGQKiJ7/kkQ0A5TYn17kO25Pzho0c9a4f+unE3x/ID5A5LF73GN/j5CjBD0QMWjqCiStXhhPFQ0ZZfRu0ruCn9QIrdtvQQ+5+Wmg8VtkVX7b1a51pnJS7MvnUPs/nvjJyU6KUDEYDPLIKEzonebip25PG/nh0oTXkJA4kruf7VOfp0trZ+Xh6xImW52ICucr/NL330RM3bVtgPwS/7D85KnIQd3ehh42UT0y5TMK7PXj+cnOVI3BBNKR8NOpkpOEwlh+iVUoTEBmLwbLUViGao9PH9/8NNPFTu2BEn6w5Z8y/DSGygR4TrPSvZk7x4JOLhj96OhkrzeWpWgjLVfubgvQfKCL8hkF5Jf6R/268Wo9UkvTwQYkvAhCIDQG2qsItM+2l9Gy2/AWNNDfMo/cye8MuT1JAtMEeXhrmNMiQyROdkgmjwyVHtM2AgQgAtlvKDaYOCUDJb0w97Bg99SR3+yTGTGn6iF3AgowaHgUVeEsD+fuvAlFKK5lJSSWHn0PC1ouQry/jt7SPRS9sAjZHL6E+LivhWv2fMoGCqdimS3VI/OJGz7Ai115TM+fzg+2/ABDWED7+z2/5+riG3n1B43oYZOr+bRrG6pHpqammjXnrGHrsa0snbCUytxK+/n4d9ToDlLw3pkcf7TW+qM65ZEhnH7gx9mfbU17SD6VYCQqB5rjHms7ge3pEDUQdBsSPk+E70nZvCZODZzImNyrWRP1YhzuD5qs2nKcrnwNT8Bgx4J8hCK5QCLWY+7MKv3bG/9qlw9PyzuEQKIzWDikEWC8aWEqVRT4k1YvjKeKhowyOlXK8NPY81Mg0MjRw+vpbc1FlvyYIgBCI9A5yE9adhv+kv101BVjSEvIn/rWkNsM9RXizUnT+Ow0KR2GGk/8FO+BuK9kEzWtF9jr9vg6XM/3LDpI3uaSpBU8k3tnUrZ7isVP2bUUvD4vrf0TmEhD+CXKClx72wqW9v+Krdv3MO2Dk9n2x2OIKMbseKmJynnFPPWzHSn5qXpJGdVLypKe5/HvqKcqD++UXHrfOAq6g58krD9Y8PTy01jr/4gMWk9EtQ2Di9Cow+C1UxTcGS0/xav2+EybnyKmwtyi/WxoPofa4zOT+iaOhJ88imwHcN4t/JQJ8JxGpXszjx8L+vTnzjvh1xP4mDZnDdMnWTfsdEvRhgOqkZQrd7cF+OO/b7Qj87He2hNV65Faduy6MdqapSIrCkgRKi/8EfVrv02kvxQtu41pV96LrMZGgSZmcExTAlNGVkfWZ346JAFv90vUZAmGShQJAUuzDTt2YphQ9hM1KZw4Vdg3uv1yQoguRej1uruCE8yXo8GWiBTi7ckvU9k7G9X0YCo6b3VtYJVxI4DLlDkmzfSymIspLi/iRXOP63Xa/IcpDEx0jeMUCEoDlaSShMS888opWCDz/Wd/QKd6jH16Cx9d8o882PgAACEjxNbte9DDieftvPPKWXpVlTX5gUpXYCcmf00J3c8fsmEktK+LUG1X0uxTzrnl9L16JH4nOSIGy4gB+2env40GXIDC9hOcSRUf3IExn+YOWPv8p8ka4tS017NC3sskKbFj3R808QdDAJy75Tj/mf0+num8gPZACSX+du5b/b2E/u/YfyX+dpeJoLM/3Kl4A8Oh9Mt1B5kUDfJklNG7WRl+Gnt+CgQa2bDhGkwRwNQ9HNv2UcqXP+TiJ8Bu3YrnJue/wpSQFWuksTfn+LiugjYFvNUnsSJHDLmPp4WfpJDNRM4JW/EePgCz21bYy+6dsIG9EzZQ3lPNsbwGJnZWU8mqhNeIMZTNT9OLePH1PQnLxZJq7ilccvzGXECw+PIpHNzWyqYnDmFE/HSrrcxdPYndr1vuekbEZP+mFvQkiSsnPwFJz+14fgrX9xBu6EmEEgE5K5PwE+42LDi5/DTWSsZeYeD5aX4erW87Zc1ZY81PgP3cqvItKdkJ0uensGHyzM5mrq4pf9fw0zitR3h3KNnNPJnix4JubjiOYR6jpWUNgUDjqF5PIsi//+0PNHYMpL1+DHB27/kKGzZek/S1Y+XKwLDlys0HuuwLe6y3dix0uO51R2uWTqwpRFYj5EzeCoC/ZL8d3IHBCh3XzV3IdNWf51pmvEqWYEE0uBNX+OL63TnWFECRITxVMLDSQC9OfTs4njO6/er1dfD0nF/ao9Gv2fspcoPFCcvUlm2mOf8gf178fV6a/jv+vPj7NOcf5E+LvsdL03/HHxb+JweLdhCRrZuFkMyETJSswNRJkyifUYCiufvOSwOVIAvqC3YOvhfx+R9FMOOSwXVVj8zMFRN589dNXFD7AW7Y/VkuqP0Anr/OpiRijXD3qT6WLp6L6nFfSlWP7IKTVFKL/eRdMdX9oMCVSjyCyTOKTuesAgo/MHswbSVLHBFWGfF/EOQj9HG74+dXCfMVfGhY7VD/Q5hv4uN6NN4zAoPE06UZFXmn7LXK0pg14Q+adDdPsGFiWdn2hP5vp2YVHhzy+XRV4m9n9aSNlPjbeXlfG5f94BU2HBysgmvsGODRLU0jupZnlNGZrtHy05a6XYTDr4yIneJf72zlp66uzVbFDiCrYbLKthFrDInxk8VO1nXNyRNOfpIky9+u98iCBOYYj5Il7ODOSPkpsGJodoLR85P1WpLrX6di7BTz8nHyU+yx2rLNdPvaOJp3wMVP8UrFT2Ax1JtT/87u0vU2NyVM55Lh8jvm2SykaBI7XmrizTUHMSLW+2Pqgj3rj6JEe9xijHUi/JRz3iT3g+nykzTYhjUSfjr3DGCngVIf/afw2/1Y89NYsRO4+em7z+zlih++6rpun838lKngOY1Kt3c7fizo4kn9HN73JfbuC41oakNBwXIEPiSChAwPO9unuSauOOUsaY49n052aSTlyuUzClA9ctLe2hNRZfX5dO7yWBU8poLsMO2KXdsD7TNt08CYZBlMU7ZNA2XFQPEk/9CPx2yUEz46IlCsDf5umBaMxGfawib0Xm+AB6SQQel3NFc2ygQ6c2FP5egPNjdUZPddJ2vTcsppOigh0evroN9/HDNa0/vnRd9ncu8MvnH5l9n0YDN62ERRZUzTxDTgyZ9uZ+EllSy8tJL9nfvZdnAnMzuXAaCaHlrz66nomekaKyprEhsnP0Ft4VYiej+//eKfoNlP+YwCmg90IfQ4oNFlvjP9B7RXHrBbrsrvKaf5QBc5RT76OoN2KXE6JfSeitzE9+z8Sahl2RyVBXc8uo2AYfKDhzfx19UzyLPdkIWrjDjkWD+E1frkHK8ZBH5PiPmovDDOMlHJ9NsNI/sCdiJqpWBEy5X427lpxjP24yFDSyg7TtUfPhKlynLd/uBGXvzCxQCu6gTniPSMMjqbNRp+qsg9TtHAVxgQQTa/9dCIJl69G/ipoGC53ZZl6h6MoNuzRSLGTh5XBQ8k8pOkGJj66NvhTrVGw09CwMD5goHlEcri2AlOnJ/Ke6pRTWtql2p6hmQnSOQngUCRFAxh2BU/Q/HTEz/ezqUfmcuK66up3dhCx5F+e1sLlRU8W/k7ZnYsSzqWXVZkJlbnc9s9K2k+0MVAb5g31yR+MRcmrLxpGv5cj81FsXVGyk96R4C+NxLritPiJ8Go+OnUpZ1Gr//bdHgM3JPS11jz01iwU+x1kvHTMzub+dRF0xOqO882fsoEeE6x3Df+9G7m8WNBleBTxC5HI5na4PdPYdqcNfz73/7AzvZp9OsTXI7hsfLhAVHDdb+oTzjp0wWqdMuVnRf2E+khd94EwBrvOX3ynzl29E0UMYE+5esIEcLUNXqPWAa3kf5S6td+m8JZz1I4Y519s+7YdRUl859Fkk1M3UPXwYvJrdjmMhGE8W3GLATkOpIMYRN+2eahSIVOHde/ObLgxsJom5oXwjNM1A5rZRML6B6+Qh6VQWBM8b3izjJjp5zTIkJZvfziil/Q3NeMKqt87bWvARbAXH/+x2j07uWiLyyAZj+B3jDroyBhRATbnrMCA7Lq5cDczVR11div3Vi6iyWrZuBpL+WcmYvwB/LYpW1my67nrZ3QYZ/+Djeee6O9X7IqYTr6uWVFoqammvzS+fZj+aX+hPM33RJ6oyvkfkCWyF5RjlrsZ8eWJgKGBcyBiMEb6xq52tFmNgHZzjAlk457MNdBBAfHYS/5cCrGGvl5skqON5lzOCqKmEhn0hZHU0ALxWwy5wBWhsnjGIv+9wPXJJQJj9RfJ5mSZbLaAyVEDMGmBqskOtmIz4wyOht1ovw0J+81jh22vtKNdOLV2chP8ezUfEBj/qw1tB3byLG9FSy7sISG1pdc/GSx07eilTz9TFj652H4aSuyMrz3iRDWfyfb53A4RkuXn5ZlG6zOiXKhF0IOdoKx4ad02QnGhp9MQ/DCQ7sBi3vs9wTBy76/05/VhXh/nc1PXe+Y7I4GWIyIVUU259xyOziz+cn6hPYrWZGoXlLmOl9Hy0+hhh7Q484tVU7NT6+dOD+dKYrtaQHQzcljJxh7fhoLdoq9TjJ+svc7rrrzbOOnTIDnFCp5tDC9m7nTBKr2SA2G8KBI4ZSgkCyDBDB90mzuu+0rCc/F95dnq18hECmxSpoPvEh/63omTrxxzMwEY0p2YR+JnDcBq6xUwoiY0RLQmRgRgSfvXnyTDhI4PJ1I/2BGKtJfSrBzOpK0DrBu+sXz1lpwYigcXvc5Au2zad54J5PO/XVagZuTFdyJzxwZAt7stWDi3FwDRYKIgC4dmkOw0FES/GqvysGwysGoj63z32LF5Kr8iGUYGB4c8QlW5unhK+SUIz7TVXyveLIMVPy0CPN9g5mfhaUL+c2Vv+GpuqdYMXEF33rzWwT1ID7Vx5ob1lAeLGNTEpAwdfj6vHt5YcbjvP32fuu1tQ6m5FYy37ec8skWFGf3LsG3z2dvc+mEpS7wvf6zi3nix9sxDYGsSlz/2cVJz9nutgB121oRwPSoKWB8CX2y9bxVeaDKFqgoEiUfq0EttpZzZp99wELH9LAjmHyZASIMPV39zEGS5MoFerGOQwbyII2C4JHJRObbkY/wC+1+HAMfrOeib+C3I7dHB6QmZpi2ti5Kut2R+Osk08Gu5JmsZCM+NUWiomDsjOozymg8aSz46eDRpXYVzlBBlrHip2z1GDv2/gxRkU9Z2VXjip+GZqcKjIig9s0OKmt+QGfnW/b0LMCeopU3db2r8iWen/RAEUPfnQYlSRDuLcabN/TY8JEqelt18ZMuYEMcPxkCmsMSzWGJ5bmD+5uKn7oMmWVZBl4ZdAMGWmSyHa87FvyUDjvBifPThsfqMOOGOpi6YMmVU9h39AB/MB6gOf8gGFBQmkVRpZeSCVlUTy6hdvOxhCqyGD9d+5lFtB7qYdMTdRiRsecnb1UekiZbU0cViZzzJ5ETDe5AlJ9UmYBuWvxkvvv4qY9BdvICgZPwGieDn06UnQDqkvCTpkhcXVMOuPn6bOSnTIDnBJQKAlIpWbSwNKt9RDf8g0f38eOnfk2+dzl5ngA3nvuZhPWGKztL5hje2vqsq7+8pqSeVw6XsKDkIHn9P+JoPxxt/jNLl/ye8vL32eud7pGezpuA1ecroj8PXq7DPaWEe0qjJaVuOcuNTUOxK3VkxcBX1ECgfTaSYgyb8TmZVTvOC6bd+y1Zma4XezRe7tNYla1zeZ5OqQYlcZ/qATP1znUYMv/V4qPaa1IflCi7UqKwz+oZ31M5utGeyeQsHU6m+GkR6zfW8lDTLwFsEPn26m/z2IHHCOpWBjaoB9l6bCs3zriR2+5ZSd22VjY+Xo8RzegomlVpM8X3D7y3/b0E9SAlkUm0/W8uL0b22FmhytJK1twwOOUqL1iSkDn60LdWDZkp7W4L8If7Nti95hsfq+PSj8wdQQl99C4ogeqY8hLLPr/2Sj0zNrcz2WGb9jhhu6zYJDWknOmAko0V4AHr+LpO0uusNVdwV+Ru7tUeYRKDhoEtFPPtyO2sNVfYj51ohil++lYyScAnL7mA/3hVZmrefmqPT6c7VMLXr57jMgp86I7l3P7gRiKG4I6HNvHc5y86q7JQGZ19Gik7wYnzU2PHAB99aDMrJpxHZW4zF8xdmXK5seCnne1w3+rv4g1FOHAQ6up/xKqVz4wbfkqHnYyIScM2D7A66TaG4ycj1BH1QUxPWnaiUeuJSpISvXNUyWKfl/s0tgV0Pl0aRpOhwiso97jvmKn4yclOdSGZztsk5h4WY85Pw7ETJPLTS1u3joifrv/cYp74yXZXpbLqkZl//mQqfV5+/vgR0MGrePnp9p8SNsL2duOryJJV3kxPMQUrpnh+2vR4Pdd9dtGw/KQW+ym+Yz7tD+4EQ9C/vpmcFeX281OKs/jbFfN57Zn9LEQdkp/i/KFtnen8FPv0mZyc4E5M442fFAm+fv3l/MdTg/x0PFjC7z+x0r5+TynOOqv5KRPgGaVG07sX76WzpLyfDRvfl/ZIzECgkfq9N3HzjMGRwk11dzF1wlrXevEg9MzOZopzvClhKhBo5GDd/fbvsuzlnps/yHXN2ZToL2L0Dy574NBfWV64yl5vJCM9x1rdbQEGesMJLTSp5Jq4FB3zGWifaZcbe3KbKZn3rGN5SxbEqMjqIKg4gzonY4S6q7ddSgwiCQGrcwyWZRn8V4uPbEW49ycaFIqxWrFi0mEMvYNCktg99fT4rjunRQCsaLqG+uK36fV12CBSmVvJ0glL8anuahuwMplL3jOV6iVlHNzWigR2GXA+VgDnhUMvoO/JJhyFCGdWqDJ3cMrV3p3NrszRwW2tZDn6xZPu/4EuG07AKnV+6ZE9XP+5xa6e8mSyyoyj6+qCUEOPnYEC6yb0gYurOba9y8pUYWWf/hQ3WrwAGHs8Pv1qOYWvtdZcwfOhc1gh76WMLlopYJM5x848jYVS9YXHSwDfe3Yv/33LpXzpL8VETIFPlROmQOxo6iISzb4GddPuL88oo/Go0foenCg/vVW3k2+s+A7eaGtAd/tu3uz4P85d9exJ4aeN+17CKwbbEEwz6GoJO938lFPkQ1IkhCGQFBAjsGVLl59S+fUkS4qZBsjK2Hyddm4/1ejzq/MjvB1QKFJBc1zeFcmq+lHl4fmpw5AhBNVeK8VyWvkpRStXOvxUMbuQD927KqkPToyfNu3bRmd9kIc6f07YwWU3zrjRxTbxlTdbn21g6VVVzDm3nFSK5ydDN2k91JNWC6LRFbLKrwARMRP4aUZNKbkvHLbYKZoFS8ZPWUA/o5MgcWT7u1HjiZ8MAS09Qf7fB6/h9t9stPlpUlyVztnMT5kAzyg1mt69eC8dLfyMy3Tv+e3PsXjWh1Jup6trM1LcRUkinNBHHgOhbPUYcwoP8tC6dlr6S/BrCg/dsZymrgBLyvvJknZSULCcrq7NCDHoA2KaOpMK/UyfVMHfNl5CrnjMLm9tCl3Icsf+pDvSc6zlzBLoCBoUgxnG0KdzzBTOGpFujfk0dQ/1a79Fz6HVaNltFM16EVmNJPj1tO+8ibLFj9rb6j82m6zSA8iKYfeNJwOYZOPXh5MpooMAHI/Frxv73SvDQr/Bln6Fc7OjlUYCSt/5GH+Z9FfOK+rmxsII1+RHeKDNw8Gw+z0qVky+MjGIV4aQCb9q8zAlmsF6O6AMGxQaK/X6Othc+QyrG28CEg0Fy3MsOKjMdVfbxI8ezy/1s/Q9cVOpovr5jp+j9WVzq/w1NNOTMivkNK9UNNkuLx7KRyc2eSI+yNPXGRwSbMBdZixpstWyFSe12M+Eu5cysLOdnucbeVsP48yLKhIsKM7l1fbehHUzGplMZDaY84ZcJl3ISKbh+sKdihiC9XUdRMxBADnb+sQzendptL4HJ8pPpZ49hBW324YQoaT85FVlcrVW5hYd5OF1HTT3F4+Yn3w5ywh1aXZASeB1tYSdbn568qc7EIbAQLBLM1h4Evgp5tdTNOdpCqe/bm8rnp8kyZrCZL/WCfBTust6ouz0dkAhbFq/A0iGxh9bCsjN6uKq/MgZw09DtXKlw09DtfvlBUtofyQPPZzDrfLX+POi7xHJ6bcDRK7XcvATwO43mqndfCwlO8XWkWTLgDkmaZh9imk4foqxU6ihB6XAS8fDu3g7EsdPwIJJuWw4Ojp+ygR3BjWe+On4QJimrsC7lp8yAZ5RKj6b5DTbi1d8OfJg3/ag6V7I8HDfcxq+l9bwwK0K0yvOo22ghE0NnVQU+KNQMei9E5MhPBQULLeySE1vsPFIJbpUzteuyKU09Hm8SpiwofH3A1ezpXUxtz+4kXxPm/3hkmU/c+f8J+4GD4PW1meZOvWTLJtxGZ956F9YUraJLceWc8OKeTR2DDClOIsBUZNWP/vJkDNLoCJRZShEEGhISLKEEMJVW9kg66hAham6xnzKahh/Sa3dU16/9tt2Zsrp19N7ZCklNY/bmaicifswdY2eI/PIm/wOEFdhY0oggSQL+7lt/Qq6aXJOjhgSQEZa1XtVfoT/avHxZt1irvbmkdt8LtnH51JUuB6v3A1YGaq7ysJ8t1l2QUe117T8d7CCRXeVhlFl93ZPFaTUF7/N8qark2ahmvsGJyU4q23S1dZjWwnqQYK+IH9e9D3+ecKXufa8S5PCg9O80mlAOJSPTn6pnw9+cxW7Xz/CthcOIwyBoskEesN0twWGhBQngHir8lzZp5j0jgChhh6yako4lqfR98YhvM0hQoZAA74ufHwvE9w5ZRoJZMRrJBMiNEXi5sWTeXz70ZT3mqtryvnB87WEdBNvtMIno4zGq0bCTpA+P/10XR+Ttv4X99z8QaZPmm2vF+On7t7plBuDARdLifzUHiihyNvKPau+d0L8dE71P/ChB/6N+UVbUBWFD1/4EZ7aLbOianzwU6wVS0FiXlCxD0FWJEwh7MPRETTJxqj5KdJfSufea8ifuumE+SlfNqhOciuNr6hOV1dFq3her13FrZIVXMttPYeCgmfo9r1hs9GZwE9DtXKdKD85eVszPfzzhC9zwWULk24nxk9bn22wDZiHYqfYOjf8yxIe//E2hGG115dOzWPvm83DGoinw09Oda+eQKClG++BY4P8hI/vjTK4k9HIdar4CYa/35zN/JQJ8IxS8dmkVBHBocqRYyMxn9/+HPc9Zzm7f2PFf3DscJjWJh/fXP91mnoL7W35NYXLZ/0XWugJJuc009Q3CU/WKkLb/kRW8EEgTHk0Grq0bAcfmG19gDxKhFtnP86NM561n4t9uEwzwM7dX0GKc++IRLrs4/zZnZ/gmZ3X8ufaWr77zF7uf2E/D92xnDsfrqcy5x85f/IWbj3/46e0vLh8RoEFItHSOhWJNz1hloc11OihSBLMPX8Su984SpU5eKq7+sZ1D4H2WYPHHYUSf8l+fIV1ZE3YS8+hVQTaZydkomQ1AinGgMaXGhsmvB2QKVBk3urTWZYDshTteTcUjrZOpWJCnSuLBVaZocxgFsvA6h+PlRCDBRbVXpN1gQ4+uOcufMJLUArxptnNfHOw/FiVrOU6BgZfpC4kEzKtbehicJvO7TqXP5lKlYXyKJ6kmaKRyFmaHMnp54LLFpKfmxoEYpmj7rYAG5+ot80ny2cUpBzdmV/q59ybZzDv/Mkc3NbKpifqWL/mIBufqGfl9dMSJkc4pRb76TfhcG0XOUVBu0QaoGVHG9mvHAbd5Igi+KjRSxDLMO/uaWWcWz/A2+hxtX0ZnUydyBjPkfSfnz+jhEkF/iHvNVOKs3j+8xeN2NMko4xOh9JlJ0ifn366ro+7l/4SrxKmfu9fgDX2JKuYfKpMnvZ1zp/8hs1PuXnnMxDHT7/Y9DUunLzeZqTR8tOM4iz+79PvZVPDxVQU+Lnz4c0EIoftSqDTzU+x9iyw+MkwBQoShmEiISHJULmsjIObj6XNT075S/aRN3WDi59Ka9aQN/UtYOT8VBeSmOZViAgDzVHVYxoKtYcWMLtqu4ufDAEHgxIzfSKBn2KKMc4m7Qh31t1ps9POrANEQjKRM4ifUmks+MlZlaN6ZCs5Ngw/Lb2qyjZgllWJnCLfkGPPK2YX8uFvnWu3iT31sx12FXW6/FS7ZdCkOcZvLn7C5KP0EcS6Hnxh9gRW7uvL8NMp1snip2Q+SsPdb85mfsoEeE5Aycz24k3zhitH9vunMH/qBdSU/AGv3G2DgxBBpuTWEtSnu07k6pIcZquv4VXCzC/ZhxCv4AkOFht6lTDLyrZz44ynE/Z38Lln7Md0U0GVhx6bPKU4i+IcL0F9cNzg37YfIVs9ZkNVU91b+KXPU1Z21SkBlfxSv8sYzgTyTAnVUSwpBNTu70xwnnWO+Yyv1HGWH8cAoqD6dRpf/hKB9tn0HFpFQfXrNjAMtFeTM3mHVZZsqICJrJiYhuwaDarI8JHiiJ1dMnSF9torGDDhdwVvYMhH+TruD+TOfplZfhNFtluMreCOgN93atxWFLFLg+tCMh2eDu6q/g41AzPYmXWAFrmbB9o83FUWRpWscZ85snD1kzuNAjt1+FRp2C5Vjm33VCo+C3XLrFv4WM3HAHjswGNJ27JS6XDvYVcp8lCtXUNL2P/2dgZt8Ii1bAGu6Q/5pX6ycj12u5YRMVm/5iCbnqxPWabsbDmMKTbZZBKCpdnWmfG2ESEYfT4EmIEIrxKmG4Yc95nR2OpETQLTnRDx8r42Nty/jrV3X8gtyypSLpfsXpRRRuNVqc7XkfITQHVJNrMK99jsJBHkyS3PEIjMTDDj/PA5k1iWPTQ/XTj5Da6Z9mLCvnmVMOeUbeeGNPhJ0wpcx/nolibXcYwHfrrhc4PTIcGq5IFBr0JhQuOhLrS4BpRU/ORu3VKRFN3FT3qgiJzJO+ztmIZC75HFafPTewt1m7uO7LsI/chyjIIG/li2FsO3N4GfJCExyy+ImFAXlJjhEzY/mcJqyUrJTp4OMOQzjp+cev+s91OZW8nlUy8HTpCfSivT8sNxKr/Uz7WfWWSdY7rgyZ9uJzapzdnu3rTvOPs3tTBzxUQqZheSX+pn75vNDgPw9PjJNeTi8Tqu/+xinvrZDsqFg5/QbX4K6iZdYZ3fEWIJCh7IBHlOkU4WP8nS4HclgIffaOBDK6YOy0dnKz9lAjxjqHjTvMWLfs0EdR8lfuyTMX4MWyDQSGPt+7h9bgBTKAg8SFhRzfZAkaNPUeOVwxezuEBgBqzLkCYnuuKFDI2peYfxJplcEDI8TMhqd5Uor224mCumvoJHcW/rUOOveadjLstmXMaU4qyEMrebF0/mWMsaB1SFOXDw+9TV//iUmQVWzC7k0tvn8sJDu5GBeXri6RxqCdjg4lSspDhezvJjZ8lv3tQNBNpno2V3uB4vW7yGw6/ejZbdQaB9pr2NSH8xlRf+yMpSgWt7AIpqEO4tZ9uASmu+wXKv6cr+CAFdpmTDgtMoUJVAlSTXBIcYcLR4Oiw4iepgWOW7zTIL/YbdTx5fOtxhyHaW6fst1rJwanvIU2lx6WIA3vv4e12jPYeDlMO9h5OuM5rS5MFAjWD/ppYEA+aYRw/Apifq+eA3V0Y9eWTXRJKhypSdJdAxxSabdMigC4EqSSxUNHxG0K7geaD1eAZKTpPGYoxnvBTZyqQ7lY7Ra0YZnekaKT85l795hgdTKMiSQcjw8NuthXE+DxY/nT9heH6qKdnjulfHqmVDhocrZxt4HWH0Tc2LWFm+DUV2f2Zbj9expXUT51TXjG9++ojFTzDoseOU0RpKm5/crVuD/DnITzNdPCQrBuUrHuHwun8ZET9JEmSpBsfaZ7NP6qa1NDk/ydG/iSbDdK+wGUqV4LEujT5TGpKd4Mzmp0Wli7hxxo0pWWgoJV2ntDKtwI5TfZ1BO4DonNQWY6HeziCP/XAbYHn13Pj5JVTMLhwVP7n8D3XBrnVN6GHTzU+o+IAg4FEkHqxvB+CJTGrslOtk8JMRV74TM01+t7LT6f32doYqEGikufmvBAKNgFVG/OiWJg42veEyzdu2/Q7CHfdx3+rvUeK3LiRNXe5BdU6jPVkyMMwIT9VdzjfXf40Sf6ejTzHClVXPYwZeQCQZNBA2NF5uXI0imaws35awzHH9HAaUK7iocr39mCFUcrVgUtABA3/vF/nQA2s4eHQfou93/PFDB/nhzSZ/+chxFk3q556bP4jA51orZhY43HuWSt1tAfa+2Ux3W3oD/RrebrN/jocTE5EUToZSrPwYsN9DIaDn0KrB541B+2NZ0dGyO+g5tNqGnp5Dqwm0z+bwun+h58gChKm4tgdg6Cq7zAFyg4WUyBI5ssBxL0OSYGV28rEWusAGk80D6rAQ0WHI9JmSq1fcmvqQfNmX+6zR66c7uBOb8hDzzwFrIsSv3/k1h3sPD7lu/Dpbj20d1T7ESpPBGhs6c8VE1+8SuKc/RAYhZNGl7ooLSSblqPRYy2H88oomM2DCuqCJ76oqSj9Ww6eXV/HJScV8enkV4eR/xozOQEnAXRdV41XdnzuPIvHD52v50l92cOX962jsGDg9O5hRRmOgseInJztBGFky0E2Jh3bdRnugJM7nYTh+UtnROg8JwdS8o67nhLaafQMfISvvWvJ4yn7cFBLnTtqaENwB6On8C76uj44JP6XLTnB6+cnJTqauJvCT8/mYZDU8Yn4SAlqa57KvdNOQ/ORc3nlJ1YUVfEmHneDM5Cev4rXbssYLPymahKINslP5jAL2b3LPyIz9Php+khT3Y7klflSPm598V0/j9knF/MvyKq6YN3FUx5TR+JSMxUrx+n/P7XvXslOmgmeEis8yTZn1V7vXuyLX4L7VPoQIIkkaIjoiM2Yi1a9PsA2eYgaANcXF0duo9WVelQXvqXqZdUdW09AzE0N4UaSQax/iTeQipsyDuz7Ix2t+jxoN1sSP1M6WtuEhLmAgTC6sfCPlsWqywTVVf6d+73eQohHuPOBYP7QdscZ6Tjr3GVpbn6Wu/keYZnKzwHTHgTrbVIaaWORcvn7HYMZFINABDQmBQE4BJ8kyVTE5y4+Fobg8eGLPH37181RedD+yokd70GcmvnfZba4MlGFK1G25hXxNEFT7eDZ7NzMKDyHNeJ6vFwVRFIOIGe3jjpYRO0d3xnrBIyY80OYZMTw4e8VPd+lwOrp5+s3846J/pDK3kub+Ztdza/av4en6p4fMRKUaBzpSxQwDYy1YACuum2a3YwFsdFTwxHx6ALzZmmtblXNTm4nGtxzKqsT1n11MbpHPLovulgXX/PBVgrqJKuDWuj4UH/Gf6ozOUAngpy8f5MMrpvD7TYNf5q6YN5Gn3rE+AyOZOpRRRuNNY8lPbzVVkh/XWKHKgo/X/J767qoR8JP1wKKy3Un3WYq8yQz/Zox+d5Y/5qGXSl4lfML8NJJR6ieDn+JZKV12CrTPRPV3ujx4AOrXfoucyVsprXksOm0rfX5q3HkVBdm9dLXMpz63jqMFO6nIOc7XCyJJ+Ul1VPy82/jproV32WwUm6AV0+nkp+x8L0drjzNzxUTyS/3MXDHRNmIGmLliMOgSz09zV08a2qT5c0vslkNFk5l//mTmnz/Z5qemrgC3/PpNIhJoRzq475p59n01ozNfsZDrtQvKXX/XcLSs593ITpkAzwgVP9py16HXCESsC2hTbyHrun7ILTUdTC6ZxvYdn8A0A0iSj1vOvY7vRct1Y8aB2eqxaAmx4ZoCoMkG18xs4ffv1PCN17/KBZPXc+20F1JOB9Bkk/MrD6WoxLG2G9+CJQQocvIshHM05crybUmXMc0AO/f9hMOR93NO9T+weNFCWloeY+LEGxMAJN1xoM42leFc9xs7Bnj1hXoMffAYDjpGpaeCkHhACWHisSwF7cec5ce9TSsTthFon039s/cl9fCJyVv4uqu8WJEFW6oeY+qrdxIqmsi3POfTfO59CGUQTjUZttUtgkAhO7MOcuvUw67xm0UqrpLimIoVM6FVK17OXvGhlhsP0tD4eM3HbfhwToCIKZZVSgUoJ+a5k6hNT9a7WqhUj0zZ1Dz6OoNc98+LaTvU4/LgIfrzpqhBM0Djrk7+8O2NTFtUzPwLK6iYXeh6jYrZhXzo3lWugM7zDR2smFVEN4KfvXLA9sHSJTgiDJaW5bK5NTP94WxSVyDiaue4fdVUXtrbmvbUoYwyGq8aa37699UCj0ICP11UdYTH9y1Kk58EkNjSHpMqC0bibjaW/DSSUeong5+cXGQmSZr1YpCDbC/nZKdIf6kd2Ikp0l/K8dor6TuydMT8tLH8Reav+zQ35C7iUnM6DTWvJvDT5oa5BHUvjVI3t0yrH5af0mEnOLP4ySN5uHzK5fbv45Gfajcf49rPLKKvM8jld86zgz5OJpq+pIxNjw+eo/s2NjNpZkHSZSHKT99y89Omhk6bn37yfC2R6OkbkeDAoW5WTStiQ33nCR1bRuNHYUOwsCLf5iWfKiOAkG6+K9kpE+AZoQoKBkdzyrKf+VMvwK8NTmt4eGOEP20tZO3dC1m18mmXYWCsFLmjL0QgYrCkdLCEWJJANyVUWRAxFTYc9mIIq09xIJLlghPDlFxlwUJAvrLHBTknohicJNuWE156OtfgM57kMw/dxeeX/RIhgjS3PE5XzkN273my9yzVONB4p/5U5ZiNHQO8//+to3IAzkdDQyKCYLPPYGq/Ymeg4jNPAhIARSZ1MGgopfLwATDC++lp2IexHJRoEiJswv6IjOp7mgt7P4o5vcEFJ7FlnvTto0OVQYKGZh/VvkGg6DIsGCGEDRjFislXJgZtkBlqLKezV3w8y8Skpb+FqQVTAXc2KaZ0skoxz53utgB7dw4/btM54QGwf07mj6OHTVe26IPfTJ4tXXn9NI4d6uHgFqsU3tBNDmxp48CWNm78/BK7QienyGdPzppzbrlreoxHtkbGhh0NxpKAV306ZII7Z53eM28CX71qjmuqQ7pThzLKaDxrrPnJE/UTjOend1qyiJjp85Pl2TI2x3gi/HSk+XGmzVnD9Emzk75fQ41SPxn85Pw3Wb2SNy45lq5Gy09L/PV4WEp3YW1SfnrWU0+HbPFTnSMgA1Ckuu/hI2EnODP4SZVULi++3PXYmchPsW0tvKyCbWutalYjImy/qJhfz1D89J5otXOs5Tmkm1aZrGTx08O7j2Sqn88yqTIsqihw8RLwrmWnTIBnhIqN5nSCx9q7K/nZKwf402arrzVWCnbLsil2tsWZdZpTVEeJv9o1Ki5iKvy59gZunfUYmmxw99IH+Ob6rwNwk2MillV5477VShJU5rWO6DiGCwTFt3g5De4MIaFEy5O9SpglZZsQIhhdNsizb/2Rxzflcc/NH2T6pNlJ37NkipVzDufUv/7tFm7r1KJ21ILsFSWsvKCCiU1ddP71ECI6VatF1plsDmakkh2yNsY2VEKYRAZeBuFh31+m45vZxa7qHraHFLpDChM6vXTrG9AKL0cyPAglbIFJt4cdASuQU6wOZpU2D1j7nxRGdJlqr5nQGz7eISSZYhAJYGBw10t38dhNjwFWP/jPLvsZzX3NlOeU09zXnHZWabiy9RhISLLES4/ssYBDlUESGBFhjQT9zCIbnO39VXCYB1pmy0vfMzXp6yqahKLKrmwpwM51TRx6pyOhMui2e1ayqXFwekzYTERrMQaB3NFKxmSFvJcyumilgE3mHMyMndsJSZWsEmNTwNfWvJMwNetsnfKQ0btLJ5Ofnq6/jGunPR/lp1/yzfVfA9Ljp7FIjMVv0/ma6fKTRJAfPPk/3HXJMqZXnJc2O8HY89NxyaBEKNH9klCSbMtzivkpcLwZvTiC//gsFz/talhkJceS8FOqQM7Zwk5O6ULn6faneenJl1hz4xrgzOOnBHaKmi07fZVgaH56dVeLXe0ccnJX9HMopNPT2n7q2Ska0TrLFbPe0U248+HNSfnp3ahMgGcU8vunuG60U4qzuHnxZNZsbSJiiIRSsMaOAX72ygFHS5Y1Jeub67/GQ7tu4xM1v0WTDW6d9fdoubBlCrisbDsCCY/inkhwqhX/moqj9zxsaGxrXcHFldsQIkjYUHnvzCfQZJP6vX9hUuEz+P1TaBsoYdPRlazwFDFlCCP+/FL/sE79lbpCR/Si5UFiok9Dag8xK6Lwpj448rPcTIYkJ1emfgREHwDhXg/hrWUU7ClkblGICZ1ecgMa/Rxh3ZEw0oaPs3Pmn9imD9BhyMimQrEWSRrIOT9YjVe2shc2jBgydcHx3xvuDN6kkkCgSAqGsG67ETPCC4de4Oc7fj6i6Q/xSla2Hns8p8hnjzx3yhmI0cMmfZ1BLv7wHHa/foSqRaX4szUO7ergwFuDQdVDO9uRgOpoi5bzdY2IQEpixOnL0uxlumSTJsWkQpc5uK2VFctK8SoyIcPy2xGAIXHa79dXypu4V3uESdJgWfNRUcS3Ix9hrbni1O3IWcYtuuP0eDf2imf07tFI+CnmVdjRFxqWn26ofs5mlZhvT47WN6b8NJoq6XT46YKKrciECBsq11c/xrHDf7N9emL89NTuTlZUDQx5XRhLfioSp54lhuMnAv08G/wNTFnJC03F5OV0UBeSmXlkLt2Vhyj2BBP4abpG0kDOmearM5Sc7AQQNILjhp9aD/Ww8JIKutsDTFtYijDFkPwUz05Lr6xk2wuHEXEjkobipwpZRhVWK7sqQFakpImyU6nTw07xF6uzDJyiMjL8lFSZAM8YqLFjgDsf3kzEEGiKxEN3LLdPLmerxepJzqkOYS6YvJ4rq16O9nhjB3diKvG3My3v0AntWzyQDAcoIwUYPevj/OzOT1CadRM79/2cro6/IMeyVQTp6tpM20CJ/R74NYW1d194Qh++msVlvP1YPWb0RnJwXTMH1zUnuOjLSOgI1FN5QRP9CQ/lBjRyj7gN4waMbvrbp/DKZBNdkVEND9fs+STazOfwytsBCzxWhStQ9ryXKWYBxpR7UdSIC0Y6TEdveFCmwxw9pEwMF1MzMIOdWQcSxoWORhISNcU1vNPxzrDLehQP962+j3veuIeIGcGnWNNF4ic5jBRQ4svWc4p8dnZIViVMfeibvqJJSLJklwYf3d/N5XfO48AWd8Xc0dpujtZ2s/GJOj74zVX2VIcYc4kkdlexbFSXbPJQbmgQRh4/wA3Tcvmn86ax/flGZoRkFFXiwHQfLzR3jej4x1JXypv4hXZ/wuMT6eQX2v3cFbn71AV5zj5GwaNIhJMkCDLK6GxWKn5ytakqEudMGJqf4jlnWn4D03LrT2jf4nloODYaLT9FQlfyyAv/yfmTX7f5Kea5k+EnNz/1690Eugc4KALoAyqq4aG6cxHVnYsIzf+Ti58uHphDXv0VmJf8CFkNEzYl6oKD481dvjq6POr7ylizE0BVXhUNPQ1pLfsf5/8HrQOt/Gz7zwgZoXHDT7IqsfHxg5jRGGv9jnau/+ziIfnpun9ePFjxI8Gx+p6E4A4MwU9PHODSj87jgrCGaQrmGCqX3jGPn62vY93RrhEd/1hp/LBT3AkuwG9C4NTnwsdcGX5KVCbAMwba1DDYThExhGuU51t1O7lg0nNICOp7phI2NLtv/KqqF204SaaLK98cdlLDcIqHjZG0Zg0n04TC/EVsauhkTt5GejoHgzuWFPr7D/J20077/RmL6Gp+qZ9VN0xj/ZqDrsdFXM2ljmCzJ8K5YfdozpMqKTvt5fJCJdy+/x8xKjahNK0gFC7kOf9+VjiySjQvY1LvTDq87fypxcdUv+Q2+RNj0xs+MVzML+r+DZ/wEpRC3FX9nRMGFYEYNrijSAofnf9Rbpl1C5W5ldQU1fD3t/7OTefchKzIrgzUaCY55Jf6ufYzi9i/qYWZKybS1xm0sz6mLpAVyS4VTqaFl1S6RskCvP3yYVIVJBkRwcFtrWTnexPOx3jtWW+ZHzYpJnqsxFSCvYrOww9tIGQKNA/MCHkpEAo3LJrMy0e7Tkslj4zJvdoj1s9xrytLVmvRvdpveT50TqZda5T64ntmU5zjfVf2imf07lUqftrU0Ellzl5Wlb/FhuZzqD0+PW1+kiS4dIgJoenqRKt1hpIJzJy8nLfqdjLV9zwXVrwet8T446ehpmiNidLkp7xQObfu+CrdZduZ7jUQqqBDl3g1jp+CbbMpPT6Ld17+F/Ys/hn7I6YrCeZipxMI7ow1OwEc6hk+uStLMv95/n9ybfW1AFxacemY8hO4p4Y6q2vS4afqRSUc2DLIT6Yu2LWuaUh+aj3Uw4obqln/6AEQcKS2K+mye99MwU+yzsNrthHyCjQBs3oVXv7tHmouKOONI6een8Y1O0lwBheuuZThp0RlAjxjoBVVRa6pJ7Ho4fHjG8jv+ygfmG2Fr0OGxnOHLuK66hcAazqD03QvHg5ONLhzsiXL0Nv8WX619S6+tOxnKAkXCoNDjb8kl4eYnPMNjvQVjVl0tXpJmWs8dTJt9eo0qIJlYYEHKTpGL/X49LGQrE4GKccuM/bkhskuH6C/OYtwbxSUpFxkdTJadhuzopklc+abvLj5ZtpNYWeV6oMa72ldDEBzXh2twqB1wPGRTXWTir0lI7iR1QzMwCe8APiEl5qBGbR4Ok5KZiomVVb55RW/ZMXEwcxFRW4F5xeeT0VuBYqinPAkh+62AE/+dDtGRLBvUwuX/MNcO/MU6w9vPdTDxsfrkmajwgGdgV73BJW8Ej+th3pTQsqGxw6SlZs6qGiXExsyRYpCheEuJ0ZAKFpOHJEsgMHQ+eHzezAkyxjcPMUVLCvkva7S4njJEkyigxXyXjaY807OTiQ9l8+ckmOZwVGeybSoooBV04tP1e5klNG4UDJ+CgQameb5LV8550EkCS6c/Cb/9dZn+fuBq7l19uPA8Pw03iUDDfs/hQ+JLiXZlC6Ln/J5iIrcf6Wpt/CU8ZMJPO0P0+LgJx0RHUpx8jQSfipWOzhn+d8sftIfp24IfmpQu9gQBJxfoMeIn1KxE5xYZc9Qbe2arPHZJZ/l8qmXu7hoLPnJ6YUjKxJlU/PIKfKlzU+SDFULS10BHgCPXxt8b5NoJPxUmAY/1WoGb/hC6G8dwqNKnDch/5RW8owLdoLk57I49Sw5WmX4aeTKBHjGQMmmnAQCjWzbfgeIwf5vrxJBQqCbCmp0pLkkWZUwYzXB4VTLo+hcOfVF18j1eNiSCTO94AAfueAjXF1TPobR1dR3CUmWWBHSWBwSDnPAkxvcAZAkGS3rEiL9T+DJDTP7/XUomsCISOz7SzXhXg9a1sVIkoy/ZD+yapWcy2qY6V4D1fDQQZjjfRrX7b4LgO3lL9LtbUcyZUTsfTYhWbBfEhJCiMHn0jzcnf4DBKWQnYXa6T/AxHAxD9Tdg1d4CElhPl3970NCSsxrR5ZkzGQ9SXHSTd0e4Xm49zBbj21lccli1zKxSQ6jVd22VhtijYiwjQAlCS7+8BwqZhdSMbsQSZasjFGcdr12NHGjQjDznDL2b05ubC4M6O8KJ30uvpz4P+dMQbzVxp29XhtaAF4XOkZ0mTxTYqNPJ2REM2dY0wL04d/iMVMZXWO63KiU9Fwe/gSXgTkTc9ndcnonjg3353JWfmaU0btF8fxUmtXOho3XREekW8tIEtw4/WkeO3gNuimjRu+DZzo/aUriePbEYFWY715ncExfNMbZ6dT8JANXBzw8mh22UUImcQrpWOu08VPsy6+Iut0r0fcljcPdmRXHTlkWR4yUn8CagqWLxHMiXhEzQpGviMrcSpudlk5YyqSsSa7lToSfXNU6huDxH29DlmVM3c1PuUU+etoCiawkwcu/25Ow3b6uIBOqcjlWn/x+nC4/aQJ+fN5seLZxSH4KIOwKn7AhmFWYzcbWHrf58knUuGAnSH4up3F+37BwEo2dA2xv6hrrPRqR4v9apbke2noHz5MMPyUqE+AZI8VPOenq2owQiVmZK6auY0fbXJZN2Gk/JstgmCSpgEnUeMxUzS/Zbf+cbP9ChsbujmpuyPGeEJzEDBdXVBUxcKAbI5L8Aq0jiE3E9DiuYCcbTmJSPDOB68ku/wuKFjUt1ATZ5SbCvD76PATaZ2LqnmgGyoNoXsqth5fRnFdHeU81AH9a9D2MZNk9GWRTwZQNFENjQfOFAOyY9DIM0faXSi3eDu6q/o4r2/S+9svwCiuT4hUezutZzF9LXky5jZkFM5lWMI2FJQv5/976/4Z9Ta/iZemEpRzuPcx7H3+vVUqs+Lhv+n0j3v9Uin8nYuXEQsBLv93DxOp8ejuDSYM7qRSfkRqJ4suJX97aTI2hUoBMQbR0vMsZLAUezQm7yopVAe+ZUsLTDe2j3o+RqpWCMV1uzJRGhtWE0x7cSaX4vnHnNS5TZpzRu0VOfmpu3oxpumFdCJhTdJDq/AcQcag/kuDOeOQnuwoJ6A35yfO6jz1kaHSH53LL8orkG0hT6fJTTBoSlwYU24PnbOUn2VRY1XA9G6qewJQNko4LG0ItnkR2AjivZ/GI+Kkip4JVk1bx+IHHCZvJAxwxqbJKeU65m51UH49e++jIdn4Ilc8ocLVgCQOMaJIpxk/ZBV67Qjpe1vKJjzfuTF3NMpyc/BSR4PEX6qgxh+anLb7B3kNFgPRmO5ctLDpl/DRu2SlNPb3z6ClNJqar7gEdryoT0s0MP6VQJsAzBnKeVJHQYXY3PM7k3DAmHmTC6KZk94p7lAiLS3cmbCO+NzOVxhucREzQHIDl3D/dlHnh0KW83LQan6owJ+81AoHzhhz1mUpOw0W/prDmIytQNCnhxnJA0WlXBEvDqiu4E6+T3UuueGYS6f84pv5tZDWCqWtE+j+O4plgLxPpL6V+7bfwl+wn0D6TSH8peUBeWwkA+0o3JYcTsE2Ze33HKe+pJi9Uwr7STYMZqqgkU7aAOBkEx305bvF0nFAbVm1XLbVdtbzQ8ELKZVTJuuToQrdLkLce2zpoBmgEqe2v5T28Z9T74VTZ1DwkRUIYAlmVEALbsM/ULb+cDY8dHGYrY6f4cuJYxsmpWs2wAjpg/wuABBURifOCGm3HTm22YpM5h6OiiIl0Jr1WmQJaKGaTOeeU7I8sYGZYpioiszZbP1O6tFAk98QHZ984MKZmqhlldCYonp/21G3HjwrohAyVpt5JTC9oBLD9d+KVbuBmvPGTM7EnAXnegH0suqmwtuFi9nfV8N0bDxIITBwVO0EiP/3+hkVJ/VOOyQZFpoyGRATBBDP5V4SzjZ+a8+qs4E68TAkk4b6/2NU+2I+fKDsBNPU18Wjto8gpfFhUSeWmmTfxt/1/Qzd1PvPiZ/inRf/kNlJu3coURneOJNOiyyrZ/mIjwrAGTpimm592rWsa0iZhrJXAT/oI+AmYEZHpkQTPnsLk2HhjJ7ACXVPCEo0ekfAexWs8BXec/BQ2TL5+9ZwMPw2hTIDnBLXhYAe3P7iRiCGYmN3Bvav+kywlwvEg6IbK3w/cQH3PVO5e+gDe6M0mWaXOmdpHrg6xv2v2X8fSef/MuQs7yO/9KMcOh2lt8nLuqmdHDCpOI8ZAxGBHUxfxJcaSIjHVUJhhWHByXDIpTDHqM9ZOdDIhRR+YQP3ab9sAog+UJiwT6S8l0p/4OEB5TzWKobkgRTZlFh69hHmtq8kLlUCve3nV8KArYRAwMVLMgr7ZHDNDvF2yJfWORkFFCIWrp9zApPxCfrf7d7yRt53b267Di5cQId7I257WcRsYqLKKbiaWGjvLj8NG2C4t9qk+u4JnVvastF4nXt1tAZoPdFE+o4D8Uj/dbQGe+tkOO7hz/WcXA/DET7ZbBoGqRFtj77BmyGOpAlN2lRMXJJt6FsdLcqxPWkCTJnhUDXNZYTYEEieOnCxLGhOZb0c+wi+0+zGFOyAdmz767cjtJ98kUEBFGJo9sM9rst8zjugjhbyqzJ3nVZHvV8kKtPHdN7oJ6iaaIrGoooBJBX57FPRYmqlmlNF4VzJ+8kfvdxFT5v6td9EZLOS+1d+1+SmZJCn9KujxJEVOPqnr1aZzKSz9OOcvyua6vjs5djhIa5PGksUPU1i4asSv4+QnT9Dkzf/dC4ZlkisQ9j1wgqkQQfCyL8zsiMIkI3k5y5nLTworGq+lunORm596sNlJNlSQTMr0Qmr6Z7Ezu9YdvJGgsK+c49lWe3k8P+X4Ff6+/++j5icTMyk/6ULHFKY9Dj0W2LHZSfWxtGwp7b2jC144+Qmw/XcUTWbljdOoXlJGb2fQxU+R8Km9/54oP+3zmNRq4dTuRieBn8YFOzmCkjF+qvcKJMFJY8axkqZI/PctiwjpBoH2pgw/jUCZAM8JqLFjwIYTgOr8A64Mk0fR6Y3kUnt8Jn8/cA0fmP3YkNuTJNjdPoO5xQfGbaAn3bGhuinRGSpgXsHrlGcf41C0V1KIEK2tzzJ16icT1gkEGunq2kxBwfKEAFC8EWOlrtDhKDHe4dHp0+C8fuuU1pA47DEoHMIi/qROg4hqKABJR8sPX01Q7SekBNg7YSOmbLCz/DXmta62lylWoMIjsw+Ncw5fxdG8A+R7w/zH4c+iCY0QET6d1+CGFGcPuu1zYPDikSd5YN4DnDf5PP59/b/zaRJLj51SJAVZkomYbvi+acZN5HnyeHDng67HNUkj4mhdLM8ppzK3kp9d9jOeqnuKa6Zeg9oy8suS0xAwZv63f1OLa+LDrnVNrLppBtd/djGP/2gbpi448FZyH52TqQIzBZhENUtX7B5yRcAtfR52ewze8Vo3L0OC548cty0DXDqJp/RacwV3Re7mXu0RJjFYZt1CMd+O3H5qxnxK0OQd/DWVQWDs3XXiZ74hUWHINCkm3UpyxIuvsDkReVWZL1wxy/YdMwyDZ1/vxIzOd40Ygg//egOKbLVp+VQ5oeQ4o4zOVg3HT5psUuLvTJufdnfOwieHmFl06KTu94komV9QPEMJAU19E3nh0GF+dP079Ihg9PEI27bfwbmrnkuaIEuXn6pRIWqIaxqC17N1ciOwKDzITgEZ3s4ymNSbul/pTOGnbm87eyZsANlEEvJgcCeqYgUWyWXk7vkXXi19HdmUUPJabX5KmIwl4LjwD95rJet/Nj9d8YDNPp+ePjp+unzK5bxw6AVXQkxGZnr+dNdy80vm2+x0bfW1VORW0M7IAzxOflI0mWkLi212MiImrYd6AMuc28lPh94Z28Eb6ehE+Um4qq/izJhO0il92tnJca46+SmBH6MaLT+NhWIMlpyfmjP8NAJlAjwnoE0NnTacANExniqeqHGeENAesE6yra2LeO+MJ9GU1OUCQsCUvKZxG9yB5DCSbH9VWfCpBY8Q7oBDHe4FIpGuhOUDgUbbWFGW/axa+bQLUuKNGPNNib0vbsKTv4+e9hlslPMAOE/RrKuDKvGpf1jAmw/uSenWPx6UJUOxItFhCAbMwd8PKZ38eeH30ZUwquHhnMNXIaIlxLoSZmPlE6w8fD1VejHn5WhIksRUinmxdDdh9TjfqfsmGhoAXjTm98+ixfMmmLCISykpquLFrsHgi3Pawz+u/UdkSbbgwsOQpcdfWPYFLplyCd/d+F1eO/Ka/fiU3CkU+RIvsPGTIZr7mjnce5jPvPgZgnqQp+ueHpUHj9MQUA+bPP7j7XYpcUwHtrRR/3Y7iy6tJA0P6NOi2ISIW/o89MiCPFOiRxbMCyvs9gyWHts3ZgFIKRy3T4LWmit4PnQOK+S9lNFFKwVsMueMm9Ho5YZEnyzojb4/MVjINyTu6PXiQSKM4OHcEN2KsCczxGBiUUUBH31o0wkZMMaDCVhfZjfUtfNm3QBhx3lpiEGfgqDuLjl+t2efMjq7NRJ+auiZMmyFc01xLQMRb+oFxoHS8QuSJPjg7L9hisfo6XRfh4SIJE2QjYSf5udlse4nbyNpx/BP2E9L3xR2B0qYG1bwIKFoMrdfb10LX/rB9nHLT/Hs5HzMyU+yqUC0dd1QImyY8iRlfZVUdy6K46cq1uf8jTb1OL908JNPeKlx8NNq9WY25j6Jk+Qnhotsfvrkc5+0g1/DtW6l4ieBSDBbNjH54dYfuh7b1b7LHoX+dP3To/bgcfKTETETfAYPbGnjwJY2Nj5Rd1bwkzuQYzBi46VRaLyzE4ycnxSsdy/GPBPzfHzp0R2u6/pI5FVl/vfOFTR1BVwMlOGn0SkT4ElDsR7xigK/68TT4hoq2wMl/P3ANfYYT0mCqrxGSvydFqgMM/ZckiDHEzxpx3EyNBRwDT7nPm5NKwDcGaeurkFjRdMM0NW1OSEL5TRiDAQaqb7y25giQInhQVv/NdoDJTycF+T+S+cxdUoe+ze1jAs46fG228Z/zsxRlgyX5KqokoQuBBv6dFblWL/XUMzjRi4tSofVcgWucuP+/MOE2cicY1cjRd9oCYlrj1/AWzm78UThBCxYqAyVMSlYxlFfK7uM11m2IwemWs9PDBfzi7p/wye8RKQI/1r5E97JHpwEMVQG6v6t93PJlEv4+sqvs/GxjYSNMB7Fw+VTLwescZ7O7JQudPsxn+pj6YSlY+LBUz6jANUj2yM9470FYjIigkM7T33WKR3FT9h6X5/HNlhWBFzVr/F0dsSddZHs/50ymcgnd5znKCULmBNUeDlrEIxjp0GFIdueXB6sTFS3EiZ32iN8puYerpoz0762fOGKWXz3mb1pv64mw5eunMOiioIEMAG3/8VQ8mvKGE8ZzCij0yunvw7gMsBMh59Wlb9FZ7CQqrzGYRNfkgTZntBJOY5TLVkCWRr6W/SJ8FPxVyexc99nEAT5suHhm+u/xsOUUiUUvvep5Uwq8LP12YbTzk/pstPLvdY1P/aYk59iRsqmbICAupJtDOQ1UpEdHAE/TbD5aYP+uMuvJxU/pTMiPRU/3Tr7Vl5tetXmoph0081PwJh48Dj5aSgZEUHd9tEPmTiZGhU/IXMqT/Jxx06O9qzR8NMPPzyDcDjPxTwtPcG0+UmR4BvXzEWP9qol458MP41emQDPMEp2cnkUiS++ZzZvN3UnLL+ldTE3zngWrxImbGjcNONpvErEZbT87pZKXt7ChIzT4kW/Rpb99u8FBcuTrh3rE9aK12MKC2g8SphZhQdpD5TQJkwOqwbv/HSHa0rEye4XT6Uebzt/XjRYiXPrjq/aoFKsSKhRuFAliQqPbP/uQWFh3xxait5ANTxUdy4iqPazveJF1/hNFBBC2JCyuncxb+a+TUSKoAkLUiQkPnD8Sm7sutguNZYESIaGUCLUDMzAJ6zMpyY0vtP4Wf5tyk+YFZjK7e3X4xUeu0x58azlvND4gt0fHjEjbD22lRtn3MjfL/wLDTv3UVUz2x7N+cAVD/Cp5z5lZ6O8ipefX/5zmvuaWTphqb3cUB488d46qbT8umlIQLA/wta1jfbjsixhmoOfvY4jSbxrxoHiJ2xt8kZcZoG7tVTjU8dxyd9oNZK+cAGTI3B+yMOfc8IJ62my9d6GEXYGqkkxUfM3Yvr2MWFCA1OKFwHW9R6wS33VqEeGIazr/tIphbx16LgNJGAZzRfneFk1vTjp7j2zszkpnMiS1YPvU2U+H1fxk1FGZ7qc7ORTZUwhCBsCTZb47cdXsr4u8Uuvk5+EgIsq3mRV+Vvs6ZiZ8nXORO/C0Wus+GkrAisw4I3y0/pACTvQ2dHUxas/fvu089NI2KlYGfwZEvnpogMfYPfE9TTnHxwVP916/D3c0HWRzU+xgJEQJOWnH0z6LV9svj2hxeuqqqvS46eJ1ay5YQ0vHHqBn277qT1VK56fALuCJ5UHz3D8FHv+2s8sovVQDxseO+jyJYxPmHWd4gEP6SrDTw6lyU8SMCECMyIqkw05gZ80EyJyhCZFSspPwi+4ZcGNwGAwf1FFgd0O6uQnTbb+daCTVR2U5eGWZaknBGb4afTKBHiGkdOcLqawIfjuM3vxKImfoPZACd9c/zVmFR5kYlYL11ZbYxFVWQwLImciqKR7TCYaMgLQ2b7jE1RP+5wr4xQMHmHVyqdT9pCDu0/YV6BQfaUfUwQw8XKoxwJAv6aQ22O4/Hmk6mz+cKyTiYbEhUEN5RRe0Jvz6uwKHF0J05xXZ0956DAEuhCokoQhBG0R0w7y6EJQdegKLumsskd+vlO+DrCAIjZ+E7DhBEBD44tHP8rftZ3cHF6IKg2Wf/qEl5qBGbQrvcw7voTJgeVE/C3UFb9AhIhdkuxB4z8Ofw5NqAnrzs1fwYQpF/P7Q/egi8EqnMONdZi/amKanoP0ZjP63eWoxX5WTFzB4zc/zguHrMlal0+93A7qxFSZW8maG9aw9dhWFpcspv3gIKDEe+vcds/KBEhJ5r+z46XDGBGBoklc98+LadzdwYEtrfS2j98KOeeECEVAveYOCNd7z+IAcTyQjOQjKsGCiEaPLJL2lE8uCdHQ6uXh3JCrh9zjOY5mlnPsWBWNhVZg54ofvkpIN/EoEqrsniARNgS3nFPJf92yiD9sauR/XjuIbjJkv3djxwA/fL424XG/pvDQHcuTVvxklNHZICc7BR0fpIgpuP3Bjfz3LYv40+bDrnVi/HTNtOe5qOJNALxKhMVlu1OyxpnGTCNR7Jhl2YtpGryb+Gkk7OSRoMvxmJOfcoOFPD33V/bwibHgp/fu+ScMv0wYifqyJxP46SvNdyJHb0ax9Vo8HUn5qTynnGe2PkHN3wqZFhnkp8riSu6suZPLp14+JD/F2GnphKVMyprk8uAZjp+SPV82NY8nfrwd0xA2T51p/CRn+Cm91SRYEtaoiajs1HQ3Pwm4oV/jpaJDHGdqAj9l+/uY6JnPo1uaqCjw263tXlXmv963MKFVK2LC16+2JoX9v+f2ETYEXlUe0isnw08npkyAZxg5zeniFTYEn76omlf2tbG3xbLjL/G3R6tJirh97p9dy6dTYnwmyTQt/4pkk7QsnpNRZZOIqbD+yAouqnwjul6Anp53kGUfphm0M05+/5Qhp2s5+4SDXcWo+v/wm9q17GyfRm+khK9fbUVx17/dYkebdQSeqmzaezpp0g16JcH1Ac8py0Y5J1uphscO1gAMmLChT+fcHBVFkliSrbKtX6dUk2kKm8hGIbODK8iSIVxYT6mRR4vSwc6sA4TR8UQ/vs4MFICGSnVXDS8bBnm+XpZ6ctBQiAiTKa3nc8mRK7nBW4YXCQLFhJrmuopUdUxXcAcgKIU4pnVg/D3CW0GJoP+LfPlGD1dMXwXHIzz/h0d5j36utT8Rk1BDD2qxBRKVuRaoDKXK3EoqcysxDMMFKPHeOs0HuhIAZeuzDa5l+jqDfPCbq9j9+hG62wP0d4V4+6UmV0ZyPCo2IaJWM3jNN8zobwHVYYmwZE3WSut0Hs/TEkayX46JEETLsSuj4+ZjgIcAvwkBBRpaLZjvVgTdUQ80jyLxyeVX8uvnr+M/9zXxm6eaef/UUnwhQUjB1ecdUyyQc7QrwK9fr0M3rQkPD92xPCVgbGrodH25vXl2FufWTGdVdUkGSjI6q+VkJ02R3LBvCCKm4I//uIpvPbErgZ/2dM7kwslvpjXQ4UyVaVrHlGyCajw/FRddT0/no9H1AkQiXQkVOyeTn451d9BkmKeUn4Zjp5d7dco1iTk+hZosFV2IBH5aEl5BuLCekmi7FhJ0h7xEMNCivivp8pMuTPo7FjKv+XI+JE/CG7bWCTV91sVPJiayY3prRIpwTOvg8q6V/PaJLur7s/BH+alm4lTue+Yebmy5mAWR8639GSE/xdgJwDDc31OG46eD21oTnp9zbjnXf24xu9Y1kRvdhzOFn97X5+EvOeGUwxdsCZgTlumTxLuXn4iOmo+ykzNAJgm4pl+j2lDZ2z+N4x7TxU+qIvjuZZ/ijv85gCdoMtWU8ckWO4V0k+d2H0vw4Ym1UB3tCtifl+F2O8NPJ6ZMgGcYxczpntnZbEcdY1IkKM3x0tN3iNWT9tMeKOLupb/Eq4TRTRVVTlUSeHZIllNbu2Zl1xAO7ARAkw1WT97ger617WnAw4zpX6Ws7Kq0xqY7+4RVj8wRdQKvHI6VIpsU53itD/3Cidz5bC03dGuoSEivtfOT987lR0/sxSdOzfSHmPJCJdy646tJ+8gBsmQJxVFqvDTbCvZUeGR3X7kxi8vr7uG3JU+wIXs3L4e6uNxTjCJJLjgBMIUgYAq2KDqvKTI1RpBb8LBIVnm/MR1dEnYpM4A37q9Y66tnRnAKHjRChHi+YAMlkUK+c/izeIRGAMFHA5BnLKQ8XMyRX23mPfq5dhm3oQq8VXmubeodAUINPXir8mxwSUfxf/PYCE9wZ59iUjSZQG+Ylrpuu03r4Jbx2TOeTAWmTJZpugBFivKHGc1MEf25zpMmmNgbGss9PQ0SUGJARUSmXRXMDCv4kMgzJXts6p29Xg4pJlMNmSxTipoBJm5KkiRyRQ3ByF7yDYnbujQ8nd3cgXfQQFAa7EFXZSuQA7gm/0QMwY6mrpSZpPjpf5dXZ3HV0skoysk3dcwoo9Mpp7FvRYGfjzy40eYnVZY40NpLRYE/KT8ZpnrWBXTi5TRcjj/WoJhJjrIfsPipu/Nvrst3Q+NDVFT/gnxvR8qKnXidCD9956oZPPJiHf5TyE/DsdOACWETV6uWk59sT0NjFpfV/RvfrPwZ5aEJVB29lO26yTnZMlIa/HShEeJLsh9VkvlKeDFbMfAOwU9v+2uZF5iOB40wEf5c9Bz/2fgvqCgEMPgoAxwNFJBnLKLj6Dbur/0yPuG1+UnS5FPGT5ueqLN/VzSZnCIfW587xMbHDxKb0r7t+cbT7sWUrnpkkRDccTJTLLihAPs95qDpcjo6069HAibqEhN1iRZVUGZIzI2oVmsbYfYWv0PJwAIWhFWqoiPoIwiaFEF8dEuRFJo7vXiCZlLz5SlFWfhU2Q7OpOKnoG7yzM7mlMbIGX46MWUCPGmqOMfLIx9bSVNXgO6BMP/+1B4MAb946TXuW/1dvEqEiKmgRc3XVFl/V/vuxII7gOt9iVuK3nAuU9OAE4D8Uj+33bPS7ifulgX+l2oJRAy8qkxHX4gNBzto6grwhdXTaXjGKv82Iia1f6njatNDGIGBQEE6ZX3lEyMlzO8qtaY9xD3nLDU2hXAFe+L7yr3Cwyfa3scdrTfTIg0uGy9Zkjg3R+XlcIRsBb5FFn7HcaqS+9jjExPzgtYozgg6D5Y9xqdb3+96n/xInKN4WFFVRKihB0UfNCl8rvBNrvjgLTR72tl6wCobLg+XcOz+rYiIiaTJTLh7adqQEv83d2afYtkpLbsNf8l+yiaupH6rxPo1B5FSRR5PkmL7EGifeUJjXSGxVeuqfo0+Rdh/qFf9UfI604FjFGpXoV0xrXGfqs5V/RJ/yTEwJRlFwEd7PSyKWLe1Ltmk0IAyQ6ZVEcyeUcimemtEaUg3OT4QRlMkKsKJBoIhr+CO86p44FULgHVT0NQVoKkr4MpMqTL88PlagtHRnGvvvtAFKc4vucum5NPZmFhunFFGZ6tin4VNDZ088rGVvFLbyq9fq0c3BQ+8WsfLb6/lm6t+jiYbLk5Q3uX8lKPst6t6dFNBjeMniTA/ee5Jvvq++/D708tknwg/tT/VxDWmBx2BjkA9RfyUFyphYkeJNS1LHpyWFdNQ/OT0NPQJL99tvBsFGcMraJXNhMBOTPH89Hn8dluaD4nVqCn5SSBYHLDaUCLo/Kbsby5+8qOwEJXjmsmKqiKkvTOQhFWxLCEhFucw8Yo5p4yfjIiw2aV67kU89bMdiUbLJ/kjeLLYSRVwXkBloiHTopq0yCb7vNFJYWlU+JyNfNWiCVpUKzHYogp2eq1qJwmDwvw6qntrWBxR6ZJNdmo6bbJhV/gk46epZnJ2+uCKKRRkabbZcoafTo/GRYDn97//Pb/5zW9oa2tj5syZfOMb3+Ccc8453bsFuI0CYyfg958ddAhfVrYdb3SykSYbGKaMIptETJl9ndOZX7zfzs6cao8dE5m9zKWLQgo4zhz2IHOqyywlwr4PooV/l/CMENBwbDfTKxrTykCBdcOK3aTywa6u+uHztfz8yX12j6hPk7lD9WLqwmUSF7sYmQhkxxX8ZMFKsklZWfLgaM/4UuNYXMIUggFTEBDYABOTKslUeBJLi51SJIlZmsK5qK7gTkzOY0111Boq17S+J+F9MRSJL31sGZOQGOgLEzMrMVTBFR+8BQo13vv4e23jvzVVjyBFy3vjy4/TkfNvHlN3W4BAbxhvfgdTL/sWshpGmP+HvPNejEjpqMZ4jgY0tOw2cidvpaTmMWQ1gql7qF/7rbTWT/V6sVatJsUkz5T4a07YNRnC2YZktypB4h/yTIeUVH3ljn+3eQVmNJpnSHBQNSkOK3ETNQT/0OuhUWrCo2YR1i0T5YffaCBiCFo8AjksYerCHhG8euFEjnYF+M3r9WSFoRqV+XlZZBf5XG0nnzi/ml+8ehCAQMRgU0NnQhYqNr3GMAw6G8koozHVmcRPd18+0zYoL/G38/llP7eDOhl+ckuSQCBRWHILvZ1/Snj+2mlPsGPfBEqXfOCE+ek3z9by+GP7+XnUX6NMkvmo4gNDIKvWtRFAjbZtHVB0ZhiDXx/GGz8ZQtAUHvQ0FEKgRO8TiiQxQZPT5ifPCPjJ+XgyfhISXHvVTL5RUUBxQy/KxHLatA6kiEBoEuXR4M7p4KeA+X9I2r0QHl2QZTT85C/ZR+VFP0RWjBGxU6rXc7JTLDDhnKylCIsTVGHZSzirelxK9fiZrCT8FLuaCRS6225gcdiTMI3szl4vWabEO0n4ySsLIgg0JBc7xeRVZXwhkeGn06TTHuB5+umn+e53v8u9997L0qVL+eMf/8g//uM/8tRTTzFp0qTTvXsuo8BAxOCZnc08v7vFfl7EXQEU2UQI0GSTmpL9rudOJZxsZiWP8DE6pcGy1iLRzkd4kOVsPKmv7QYxQXaS4A5Yy/jD/8eGjX9j1cqn04YUp6YUZ1Gc48UbEgmlgr/OCTIxLBHU4JZ+rw0pgCu4A9HsiSsrkxxYsmRrgkMMMIZT/LSHmN9ObLRnDFKcpcZgZZFW5ai83KuzrV/nnGw1AUYkSaI5bDBBk5GTnFzvlzwJx+mUgYkStb5OtpQpBJqeh2NiKDkXVZCzwrqAx7JKKOBfUEL2qnJ8Uwp47MBjFAxkUzOwiJ1ZB9jpP8BCrcjOQMWXH49Uztasgun7kFXLiFGSQ+RM3ooRyiXQMZNIX/qgomW3Me1KC3TSBQ3nOjHJahh/yf4RrZvs9QpMq0R2p6a7JkPs9hi8r89Di2rymk+3btCp/sRnOpxIMDEMLRrJgUtAnI+i/Xz8RI1jiuDY3lzC3iB3XVpJgbfAzi51YFL4vqks9vntLGdjxwB3PryZrLAFOBoS637yNrfds9LOKMXMAR9e32B/gR3KMDCjjMZaZxo/HR8YvFbOKjzoquwVIsNP4OYnCZE0uAPgVXQIPsCGjf97QvyUb0p88LjHxU6tismvsgJUo3LPrQvY8PBehDEY5Kky3C0S442fJCAgrODPAp/MRI97f2VJojGkU+FRkrITDM9PJiZySpMCi5/kSB4M+jlTdOtsrp6Sy7H7t3I8YoIqkXveZOQslayaEtRiP1sPbD39/DTCaprR8lPlRfcjR31d0mWn4V4vxk5AAj/NDstM1GUmGjKP5kSvRWcpP2UbEJAZbFlLwk8w+JghwZFoO5bzPWtSTGpMNSk/BRUrgPalpVO54fJqm51iQf0ySeajA34wRIafToNOe4DnoYce4n3vex/vf//7AfjXf/1XXn/9df7whz/wxS9+8TTvnbsHsCL3OLnmc+R5smgPWDf+ra2LuHnG03iiVTyQHERM091zfTK1mZXcz5cTHu+kiPv5Mnfz/51USBkOxHTTKvqIyTQDdHVtHhWggPU3qnZkWjxITDVl3lYMOqI3132Lc2h/u4NVYS1lpin2eHx1T0zx2aQYYMSeSwYuzhJiIKEFayCazRwwBYZwt12pksRMr4yKe9JDLPMkopO3msJm0gBQKnCJKZbvSraUQCBLEpM0x7OKRM6KiajFfnpePWwFdwAMCLzTTnBvJxPuXspSzwJ+Ufdv+ISXoBTCe2U1E+4uH1UPeTI5jQP7W2aC6QU5hKlrlEYraYTppe6Ze9OCDH/JflRvrw066YKGv2S/K7gDYOoeAu2pR/omW1dWwxTNeZrOvdckvKaz5BgB73gN9ngMzguowxsJngVq1WB2WKJDEfgNOOzBDvbIQJMHl9nyrIgF8hWGjBwNYaoCJhgS630mCI0e/QgfXDaX+1/Yb4PF6oUTXZmj2BfTakNBi35CnCaUzmWdwJIx/svoVOpM46cS+UVK/Lm0B0qoPT6dkOGJeu5YlTtw+s2UxzM/mUIiYkp4lUHIOFF+qtQVOuLaLLoVg25FsI0IdbKBdFEp+kvH7FYldYiqllPNT1kyeGRc/CRLEuWaRNi0AmbJVOFR2Dmg45UlZvmUEfPTUMGd2PqVHjc/eafkMrCzfZCddEHfq02gSmTVWN8p3lX8pAz6lJqGkhY72euOgp/2eUwOaibnBdSR+e+caRLQr1j+QxURCYTAI6RB38YoPzkrmJyGy842twpDtkejJ+OnsE/movdMIz96XjqD+qUhyTYyzPDTqddpDfCEw2F27drFJz/5Sdfj5513Htu2bRvRtuLd48dKhmnwuUtnoHGUar6CEEG+c57CD7b8E7XHZ9IeKOGe9V9nadkObp7xFB4l0VhZCNjVMZOakv1Jb95jWXpsIvMIH7N+id+oJIMweYSPsYzNJ63ceKjjEcId3LF2UyM3d+mo/4aTC7x85xNLeOUnO0EXoEr80zWz+OWzB6hDJ+iVeKahnQWylBDcSZZpSpW1ic8mOQEjFbgMmLA3aFDjd3/UTCEoVwcDPKtzVORoH7kEdgCnyqtgCOEqJ3b+uyBLpVdP3U8+WiUNghmC7pcb8S8qpef5xFpJETEJ1HVRgJ9u4QWs3vf8Y36kpR7UKTkE6rrwmCZqkS/p68bOgaHOhQnVubZxoIhMYELW/7Lt1bWo3l7KFluTRiQ5NCxkuLNAGqau2W1W6YBGoH0mpu6x12/beSN9R5amlYFyrisEFE5/nfypm5JW8tzZ62WdL8I+T3TahQQBSdjlxi6lM57gDCo9NiXYFxtvqlol1ucPqAleRAtCCqtCAq0GpwABAABJREFUqp25yxE6k6b+lqsnfYa+5ib+VpdDt6yBFOa6eTVMLvDy9OfOY3PDcZZXFTK5wOs655ZNycevKTQZpl2CrHpkJlTnJpybkwu83Ly4HBj6vE3n3H436N1+/GOlM42fpvEViOOnb67/GrMKDxIxFT5e8/ukXn26aV2ytFOQIBsP/JRKQoAsDbYa2bt1gvw0b2Ex7zxejxExkVWJay+dSusbDZSFJNp9UJ7n4fvbDrNSU5gbcXPM6eYnQwjbWNl0cJIQgnk+qzonnp/s/YzyU7+RulVrTGUIup6pJ7inM/E5XdD/dhs5F06m4Ni7kJ8MlcOv3p121dBJ5adh2ClXh15tiGXGg6LHYErRKasAiLT56fZemcLry5g/0c+mbW/x8N68tPkpxk6BiEG7D5SIjBExM/w0RhrJ8Z/WAM/x48cxDIPi4mLX4yUlJbS1jWzyzTvvvDOWuwbAztYQ//7acXQTLpy8kWnzg4DVK/6FZT/n3974V9oDJbQHStjauoibZjyddDuSBAtK3eXGrjLcMby37GWuq6w4cWdkOilhr5jLPHaN3Qs7XyJFBdPmY0tYWR4PngpZWd9g375OIMmNbwRa/L4cmhpCHNFN6tY0cLmhImSV9tkyf9s3wPlBT8I6I+kbd2aTdCHoiEamU4ELWJkpcGeXhLCqY8q9ChM9VotULFvkzBrFoEORJHoiOrlqYpZJkiTytFPjKC+AwFutDGxpRUqSFTMlODjQBECRArIBphJ97PUmip4L2o91vseHkZOa2If7PNfcnE1vi07uRJWmQzo9h1ajZbdRUvO4DQyR/uIht+HOAkU4tv2WlOXJ8f3esd8Pr/scWnbHiH17YuvmTd1A4fTXo/uQmPnqkk2aFJP8JOmmZSGFTV7D6fDItf0WeTyVHRlfQZwxCioZEmQJiQpd5g2fbmeZnHDin6zTu6COf53wMSDAv3X/EH1mDlmB6Xx65uV4OnrY3rGd1nArzf217D0wi05PWcJr/fflhexpj1DlU/D1QO5ElbqmfdB0YsdwMu5VGb37NJ75qaVPZ0NTiD/t7iVsDM1PAPet/h6abCRU94J12Yh/7GT58YwHfkomU4AcPV5Vjo2JMBgrflrwXut+GsyDg53t3NHjBQOkELz43C4+FG3hig/ojISf2g1zVPzkwV21HOOlGD9JKdgp9psiSQR1E5+apOpIkshJ8vjJkACCOztSPn/06FEGtrehDJinkZ9iXoLasEGa0fJTbN1A+0zq135rRL49zu3Ur/0WRXOeHhU/BSUxGJ51eBmuCihs9BuIZC3hWL/3nva+l9ErHX4yJ3azZLWPycXQGjzEo+qPkvJTsMckr0XnaN8xOvPc52KMneaWaBSYsn2uZfjp1GpcnKrxX1qHMj9LpQULFozp6LTGzgG+s+Y1dNMyA/SpfRhCQZEGDQFnFR6kPVBCib+da6Y9b5stp6OTlTDoonBMlxuN4uFLCNjVOYv1Ry9gefluZEL2c7KsUTP/Ald5cWPngB0ZnlKUfsleY+cAn3jpDar74RrDCuZIJlw2ZSp7du2zWy2cikRdlJKVHLuOCcGAKfFyr55QSpwq8OPMTJmOOmEpBYgMpWTBnbGSSepx907FXj1ZcAeg8JaZTF5s3Vz1eUHCDT14qvKYXORjYGsr3cYBwAKX6VkVZC1O/FJtGAbvvPMOCxYsoP94mOYD3ZTPyCevxF2W3NMeoNljPcc8OPTmW0T6Szm87nNR0z6dygt/PGQvuLsCx5Oy+ia+3/vwus9ReeGP0+o317LbyJm8FQnoPbIU1d8Z7TvX7W3lT91kb8sJVV2yyYO5IQzJqlyRxeCo9K0+w+6TtiVZz9dEVCb1yqzzRuypEfHLnXIN95ruUSQpl1eiJcPxZop5pvV+HfGYvO+6CjojA3iayznSdwRvIJewrwM8nVROv57F0xfT1NvEp5/8NEEjiE/x8eh1j1KRW5HweledwCHHy3luv5vHfMbeh4zGRuONnxo7B/iHH79hl+nb/GQqKLKbn4AoO1lfFFUZIqa7WkdJcnN6t/FT7fEqpuUfiTKmB1kCIYwx56drfuzmJ2FAcV8W0A8kBnQiCGSwW7dSee+YCAInwE8xxfNSuue5Lz5COIYaKT+l0tQVs/BW5wOnh59GqtHxk5WAcg6k6Dm0OuVrOPkp0FlF5YU/sgNQ9Wu/Tefea0bFTzu9phXEAZfpcKGQ+USvNTq8QzbZ5E9SLZHOKXeqq6RPkJ9MBDs1nUokqs+XKZIqKMsqZ29jc1J+6mkP8Of/eAs9bFXm3Pqv5yScY2PJTpDhp5hGwk+nNcBTWFiIoii0t7e7Hu/o6KCkZIgsShIpijKmf/Qtjd1EDEGJv537Vn8vCiAedFOgyiYhw0ND9wzX87Ebc+qx4CdfBRwf0+VGo4TKZgkWlNSyoOQgZWXXEAgcorf3bQBMM0hHx/N4PMUUFCynbaCEa6JwmGxs3lDa0thNIGLQpFhmgZ5oW8XCJRP5YEeQI682J6yjIOGvzCJ0OH6AedwxRK+YlqmfO8IxYMILvRH8CoQNyQYXZ2YqViqcarT5cDqZJcRjtuW+iP0ZFLKMLMsosozoCsOADqoEukDSZPzVBUN+XvuPh103kNvuWQlY/eM5RT57nKfqkbn2M4tYeEkFLXU99IU7RmTa177zBgQM2VoV3++dN3WD6/ecyVs5XntlNLtUS6jHRMtuRZh+Jp/7uL0/JQv+Dgj3/hU10LbzBjsA5NyHWtWwS4gNCVYEFYoNmQFZDJbXOiQLGJAFjYpBi2LiE9L4ascaal+kFD8n2UStajBLd5spOic/PPunA3y0x0eJ2Qn4uVX6Gn9e/D0iOf2cU34OiqKwvX07QcOqKAgaQba3b2dqwdQxOMjhNdb3qozenRqv/BS7DwMJ/BQxBVqUn7qDxQnsFDI87OmYweKy3WOyLyPVeOWnOUUNgEJB/koUxU9H5yuAxU+HD/+Kqqq78Pun0NgxMOb8tPzSKbz2m91Jk2AKEr5JPsJHrWtpqnSVPAw/vdgboVSRXYEfJz/FNJrg5cnWWO2N6Dm9/NTa8RayaiWpZTWSlo/OyPlpMAke750zHD+Zpowc9emS1Qj509bRXX/hifNTlEuUKD8dFSZNqkmJfgL8dKpP0XT4ScCFA1bwCgb5qUs2+d9ca1KrjMEda3x0mG3soA3I4lb5a/x5kZufjtX12j5OetjkWF0vhRNyTuohxpThp/R1WgM8Ho+H+fPn88Ybb3DFFVfYj69fv57LLrvsNO7ZoDngrMKDdnYJwkyc/AUOdXmZVT6DX1U1s+twA16iLvQSvNp0Lns6Z/KJmkcSyopPheawhyLRTidFVs94vIRJEZ3MYc+p3zkMWlufcD0iSV7q6n+EaQaRZT/Hsx90Td1INjYvlWJ/s24M/lgU4QeXzKVmcRn5pX4uubyK373WTHzbvAwJwZ1YFmokoz9DZqysWNjZLGdmyhCCo2GDSm96H7lTCTJj9SrdzzUAoFXk0vHwLstIUJWsV4jW3uddPdWeFpFMPe0B2mrD0N7muoHUbWtl05P16GHTNfZeD5s8dv8223tGy3ZnlVKVGVtZpXvtbFDfkaUpjys+U9VzaBX5UzfasFJa8xhBR3Yp9mUlPhMrx/lzCQElNX9HVq1qnt74fYj7w/iFRE1EpUs27fLaGIDI0eN/1a+Pr6COU0OAR6rnJMFgpg0rA/dqls4bQueOXg+FpnWjd07NMlFoUWRKop91TXj45wlf5oLLFlKZWwnA0glL8ak+exRteU45jx14jKUTltrLZJTReNZ45SensfK84joXP5U7+OlbpU/R0+lmp6frr2BafgOLSnefFrPl8c5PXd2J5s5Hm/9My7EnWLXyaTY1yCeFn1r3d3Nw3dGEdWSwgztgsZOJFfgZCT8FTYlG03Qt7+QnUwjawyZl3vS+2J2J/IQs0b/lGEqB97Twk5ZdSdaU4dkJToSfBit4nN45VlX0MPwku+G9ePZzFM160a4GOlF+MonjJ0/iNk5YJ4PNhtqm8zkJXsnSEdG2rBg/xbNTsyJR7HirNTORn8pnFNg+TqpHhvJAhp/GoU57i9add97JV77yFWpqaliyZAl/+tOfaG5u5rbbbjut+zWlOIu1d1/IW3VFSH1/RQgrADGr6npmARs2XoNpBiiTfQjhRYgQIcPDhuZzuHvpA6cluAMgY/IRHrSmQAjTDSnCBCQ+woOn3CAwmSaV30pW1jQOHPw+YE2DmFVwEL9WOKqxebG/WTJH9vxSP+feOTdlJgpAK/cRaA6gIqWcBOFUPMDEoMapuqDBdJ+CIklUeBLhxIz68cRrvGWp0pIB3c80RO35o4/pVtDL+tlEbw9YP3YEEqZCdLcNln02aA0o2qA5mwAbWExDIKvS4Nh7x1se6S8dsq871sPtyW12ZatiVTjxii3fvOkjZE3YS8+hVQTaZ9O+80bbkFBWI+RWPmdvL5W3ljAVhDCRFWE/L6l6dBuJ1UazIoqrTzo2ISpWXrvBq/OON5rdSjODc1oCP6kMMwRMC0OjB+LrHRUBy4IKW3xGwnNgGSUeUQSF0fPMOS3DOQ0CQCdMxaxiF3hU5lay5oY1bD22lfKccj7z4mfsYM+aG9ZkICWjM0LjkZ+c9+El5TNorP0rphlIyk8xCXw8XW8Fqe6c/4dhgzsny4PnTOKngvwVdHVvAgYnaa2outoOro0lP517xVTq1zdj6iJ54EYCJvqINAfwpMlP8UqWVHPyU6knEarPJn46/mitNXHoNPHTcOwEY8NPeqAowTsnfX4ykKMYLSkmEqa9jTHnJ0cAyH6fTvS0Gs36o+CnWMLPOSULR7LMyU9DsRNARErkp/xSP7fds5LmA11QHuD2Nz6Q4adxqNMe4Lnmmms4fvw4P//5z2ltbWXWrFn86le/YvLkyad71wAw5UlMnb2GLGknBQXL8funsHP/H2w4Mc0gM6Z/ld5wLl/+2zFWlb+V4MVzsmAklZazkbv5/3iEj9HJYKl2EZ18hAdP6ojPdCUESP4rKSurpq7+xzYATq84j7V3l4x6bN6U4qyU6yxdXo6/wMvLLzYgQgZlpkzrvm77+dKSLI42W9koOY0MlBQFmWTLp+ofd78HyeHkVGjMMlyxG4hTTvZ1ZqCAgc3HGNjWZq0ULTeecPdS1GK/a3ynERGsfm+1BQilB8jNnoT6pOwqK96/qYXdbyS23UX6S+0bvZbdRl5FHT1N1QCDveCGO9jmyW6laNZaywixswotu4NIf7HttRP7DOdXbeDwq3fTe2TpoKGz7qFjT4iCaRKyKhIyUKZhHa6sGq73yjQUJNmwlxVx+xTfJx1rR4o9tyqkssdjefHEV7rYisvgpA0psf1M9xQZsv0qSTouum2PJGNIjhNGWGPRLwx5aFJMDGkQXaaFJRo1gZEERIZ6r0Dinjf+jV9m/Qqa/ZTPKCC/1E9lbiWVuZU8duAxgnq0XUsPsvXY1gygZHRGaLzyU+wevKkBlsz6a0p+AivR48m/A/WNDbxnaqKXYdJLR4pLyljoTOEnb957kXvfsdnJen9TB2nSUSp+yi/186F7V7FzeytvH+9FNAcQe3sH7xMCJL+CJ3oTsHho6NuHgWCPGmGuriVU/JwoP53sCp6Tsn0j9q3c8dgp5icnO0GiOfJY8VO8d073oV4KqiVkJX1+cn7+TV1NqDgaCT8llYA5YZm9MR/DkfLTSE6PUfJTQJYwnKaYUX6aaCquKVkVEYlFIZW12RFXIEcghmEneKf8FR7Z8hwPFD1Ac1+zXaWTX+onv9Sf4adxrNMe4AH48Ic/zIc//OHTvRsuNXYMcOX96whEDDRF4rcfu5jy8mIaOwb49J8NvrHCg1cJI0k+ysquQj8e4LNLbnL1kwOYQkJO5Up7ErWcjSxjM3vFXLoopIDjzGHPuMg8gfX+1DYfYE7Vxaxa+TRdXZttAJziZ8Rgkq7mzixi7kwrq9XdFuAP923AiAgUTWL55VN5Ys9xTF0QRvBiTpirCwugKZAYxIhKRkKPGg06g0HlWmL/uFOnu5d8LF47a8UEBt46lvK98S0opuCqaQB0P9tA4J2oV4Q+eA6KiEmooQe12J9Q9jl5fohd++/AbLIA9uavrqGzMdf+gp5b5KNu1048+fsIdMwk0pdYrRMDkuL5Htp23jDYC64YCFNGipb9FsxYZ39mbbAwQZZj7xfR9XQqL/oh9c/+u53t6mvJQe9/GhE10jZ1aHunCMVjoPpMQj0aE5d2urYDEDxeSVZJg/141oS99DatdB2D02cmXgWmzPv6PPwlJ+zO1GBlcM4JKSBwGQXODkvs84jh4SNZ1ipdD52kzycuIAuo1eKuRxL0y9ax9UjCNkZUBVwe9EAQ9qlG0i92qd4rFY0l9Vfy4n/Xgy4leBLMLl/gatdaOiF1uXlGGY03nen8VFV1F0ePB/jmqu+NiJ9O5u3zTOCnuvZurohjJxg6yXUiyi/1c94VUzkv+nvTvuM88ePtmIawvHoumcK6ut1oSEQQeM4tobxP0Lyr0yp+ipOCRJsKs3RQGFt+OtlsdcLblyHngsn0vXYkwTYgppPNT56cNppb3qSvZQaRgdIEjosfLjFifjIkV7WytV4iP4V6DKZc/FtkRWDqcOjlSXhyInhyw0Pyk/Pn/mNzk1YcjYifwGYcScA1/Rp9imCv4w80PSxxcCT8lK4kho5Yp6jgadHi/mhRfpoVUnjdp9sG01cHPBSYMpN6ZRc/xT5zBaZMviklTWgLYFrLYr78xDfo9Byzq3TygiUZfhrnGhcBnvGoTQ2ddi9zxBDc/uBGXvzCxWxq6KSpt5Bvrv8aswoPMqvyfKYeD7Dv4M/sXnNJgo3NS2jomYIuZD40+2+npZ9cxjylozzTkdNMcf7UCwDw+6e4pkCcKuWX+vngN62s1GHVwCzx8qF7V/H6+iaeb+tif0M7oqOba8TgePV4fx4dkdDylSXDHN9ghiNZGfGZWEIcr1Bdd0o4AVCL/KjFfvSOAIE9jvGgsbGk0QyUtyoPsP4et/7rOWx86R1WXrqAoLnWUSkXwJDfYc6577M348mxAESIIAgvB5++13WTjzdHlsDdCy4Zg8UtScBBTtFmKSsG/pL99BxaTaS/FCO8l5zJAyhWezmKBmWLOu1SYlNPvHebhowR9rqyVaGuSanfzBTqkcUgnEgwOyQz0ZSZFVFsA73YxC1VwIUhDxBmnzfNoLOU4udRShImVRGFUlPGb0q8mhVnFi1gUcjqk/9rFLwUAe/r89jHs95vlV2/4dO5s9frArhkVXcCwczOZfbv8Z4Eqkfmt1/4E/v0dzI95BllNAYaC35qDxRzxdSX8SinZ2DFmcBPp4udACpmF/Khbw3yU0l1Pld+cQlPvVTPH+pb6djTxGJd5QpTG9x/x/U5jMBvSnbVT0zx/JQsmHPG85MJwX3Hh+Qnb0XuSeOnQKCRXfvfy4RlASaYXnx9v2T7s+7KuRPmJyU5Y8TzU07FX1GigQpZhbKFnfiKgjZPOfnJWdUjyYOvlT1xD1p2W1qj1p1y8ROwImQZMccqWbpM09XmdWnIg0ZksKpnLJXOOW3qVIUNJMlHfTKGi/ITuAu3nUrFT8laJA10FjZfhCa8ROQQf170fXp9HWzat432R/Iy/DTOlQnwpNCKqiI0RSISLZuMGMIue/VrCu2BEtoDJdQeb2ZFzr8kTIJYc+B62gMlrJ608bQEd061kgWfkz0me5fSL61g5uTlZEk7CQT8JwVQutsCNB/osrMVKZeTBZ9Yt8fqWX+plofuWM4XNx8gGM2SOCdK6Ahe8Ya5OORBjf7uvMQKBIc8BtcrHlf26dTXb50aGe3BIZ+Xs6zLS6ihJ9pLbinvCssoML6HHCCvxE/uRJXmA92UVC1Alv2uEnSnDtU/aQV3AKQQ2RP201U3eIOPN0fuPbKU3iNL8ZfsR/H2MiHqoROv4Ur/Td1DpL+Ykpq/omW301k7j3CPhqlbgALYwR0YfMz13igmuZP22b9LEmSV1NF1MPXrJlN8//TisEqPPPheO8tv80yJJsVkRkRlnyeSWJkT/+9J0MxQmBuDhYA1+ep1oduTLhCwKqAwT1fZqel26bQhWSDWJUw2eAcf1yXLXNkZ4IkP7mRNkhiI8waN9yTQwyY0+7nx3BvH+nAzyuhdqbHgp1mFB09bcOdU62zip18eOkYkSj31kkEYFQ8SBgIDy7tWR/CsP8xVAXfyLBk/nfHBnBTSW4aY3KpI+Gus9sCTwU9dXZsH2yTlEA371yEp5yIcH7fR8tNwiuen/tYim52EgOwJbq508pNdWR1nZykrOrmTt9KZxAdoKDn5SRGWEbOzTcnJT7mmxRvVEZm9HtPNSNGinqRt8ukqDe6aOXCYGyNz6FbgQU/IZidJQLEBK4NaAj/pEtRqBlmmyYAsRsRPhTM99Oy3OEkzvZT3VBPJ6Wdi73Rawses7WT4adwqE+BJoSnFWfz2Yyu5/cGN5HvamF9cR3dvPlDEQ3cs58O/3oAhcE3ZkiTY2zmdxw5eQ3ughBJ/OzlaH2FDsUHlVPvxnAqlOiZJgkM9kyjPbsWj6AgBhLeSLe3iaP1DHBEhZNnPqpVPjymkdLcF+OO/b3SNiMwv9dPYMcCr77RQocssXTSB/FK/K9MYiBj8dsMhO7gD0K0IHs4NUWHIdo9qrGInvnInW5a4y+/DI0l21imMwHO2/cHTlJLnBcBblYekydZUCEXCE81MJZsE0dMe4O2/9mLq+1A9Mjd/dQ2G/I6rBB2sDNSRlp/av5u6RnHpSrrqBrflNA2M9BfbveQ9h1ajZbdRGp1g5VSgczL+oiMpj0kIieMHVjPl4h/Y5cl5U95yBXdGq5yKLfgP7iPQPjvtdeIDOH/NCdvBnlh2JnYDj40RV+JBIj7VM5LT1bEtSZiUBlto9TsqkZwXByFYHM6lSzbtz9LHer3s0HTe8hmYErzlN1igmwmBqzxTsvc/9prJDAFdkqC0qJDGY50Iw/r7rLxhOtOXlAGw2VHBUz6jYAQHnVFGGQ2lseCnIt9xIqaCJg9+6zzb+EkI679k1aLjkZ+e2Wl5tlxdU86U4qyk/BRxjEHv1+B3+SEmRmT8JlwStAI6KhIzdcVVvZOSn07LZIDTq7yrqmw+8lbl2SPSUSV7itaJ8JPPN+jRJQSEuosoqcylraHXfnwofvKX7MM0FHuEeUzBrgn4Co6lPK7k/JTYEp96/dTLlCz4K4HOqlHxU61q8IZf51W/nlDZMiw/Yf0+6kRudHsyUBQO0e7xOp5z89OicDbdqhWYuaXPQ71q2OzUpcCk6L7G85OzXWsoQ2WBwCCCigdkQaG3gF5lkJ8+dMlNrJj9bfKCJez8W1uGn8a5MgGeIbRqejHPfmY6dXu/hEyIUOTP3PaLb7Bk2nzbD632+HRChsfOQM0pOsiMgp+zrmkl50/ejEeJoJuD4eazCU5iGuqYpuYdJWSobGxewsrybQAIEbKfj01/GEtAcZrN6WGT5gNddMuC9/zwVYK6iSrgE0/Ucde/nesa6epTZQbC7i/81y4o50MrKvjL67spFX6Ke0zE3oGk5YxFimQHcyRJ4nHCbCHCt0TWWZuFGkrH/7IPsyeEv6aE4jvm0/7gTjAEHQ/vso0B49V8oBsz+ifQwyadjbmutqyYuro2A4PnUcfem1iycgEHN+52LRcr2XX2ktev/RaqvxMpOrbcWf4b6S/GW3AEWY6a+0luoJAkQdHsVxJKkhXt/2fvPAPjOOvE/czMVvVerWJb7k2Wa3oCKU6HACEc5UJCC7mDwNH+tIMD7o4WQgk1hNCOAIlJdeL0ghM7dhT3Ksuyeu/S1pn3/2F2RztbVGxJlux58sHZ2dnd2dXuzrO/91cYF0Low1jCK1CR529ZEUZ9+kRSjcNBnOhVm8jVmchRmKqE0ZTZJnS/UONl8ETUowuiroOYFSchyXS4CiI2mKfQLPIMscepUOMIGLJxodeGW0hGmnT4uJcHbKbGf5HHjwQrfAobfTYyNDluWZYk6w9/cn/3yDZJJq8szViZDk+BGGuV2sLCYuJMhj9FBnfg7PMnSZp9/gRw97NHefYzl4zpTx+5aC7vXTuHHz/xJmqvHXHEFzqNCLxRP4ktfxqh/+k6HEUpqL0+lAwn402tHa8/eb0ji1iSBK70bhaszjcFeCC+PxkjzaMWrYUA/0A+jrQ23Z+CetRCjsgoTuRPoHvWeAK4mjr5/pQktFEzWxL5U/hPooQyeCIXoMb0J8yXNQk9uBN6UpLQEFH+tC+5gJpQ5o4ioMIvx7hT2AfD/jQsCaMUXpXgkmEbSaFMpXTN/GJLSLxRuoVkNY1VTW+L8acNqRcxuN9LWgWWP80CrADPGCRJ+5FDPySdip/ytGM8uS+LHHcnCzOPc7RnPl9/7UtcM/dZLpnzOgA2WeVtpa8Z92GTVVRNQpFF3McYi9m+auVUgvR4sw2RQ7IhISOEP27pzekS3WyusCKDZ+u6DDkJSnBSC9JS08vi8wrZetfFPLW/hbufPcqLRzpGjtsm88VNiynOcOLqT2XenEX83zffIPyNHNmDR0XQrUJQCGyShE8InsXPtcKBJJv/eGe6wfK0oelj0/uePYl7SbYxJSKyMWA0hRXpyDa97nq0lYGMjHVG+rGEi7e96za66+N/vlKKq0215DnLNyPZfDHjOCUJ0kr2Rtwy3HTOXG89nlT6REgSSIr5sn8wB0/nAn38aEpnzLjP8TLauMvI68LjMiUBVw3ZKdL0AIoXwUtJQURIHjYN2dEkPXvmoRR/7LjyOM85UkgigzuS0DjiToGIiVmqBC+7g8gCUzPl8HFHN0iMfG7h4I5+GCMHYvTI0mJlWA1opqagt3xtA4vPKxzfi2thYTFhJsOfznVmmj8B+IIab9R18+41c0b1p39ZX0ZxhpMPrkxluCuLvUdOAPp3dq8iCAQE9jj+5BeCRlSWCVuMP50TqMJYEDOPTU/sTnDq/nT5v7yH7vr4q1Sx/vSoMdIcEvuTlCDTJpE/jcej4vlTJOH+PhP1p7FGhSfyp0uHbbjQgyXNssaW5MD4/Qnix+skKfQYkf5EXH864tQSZjSH/alX1tgmIsbFB5WEjaeDUoAT2XvZcPLamOssf5p9WAGeMcjIWIckuRDCi091cLRnPjnuTv7rfH3ig0918PXXvsSWE1dwftEbMStOAH7VBmgop5jENxtjAdFf1h84fyW1/dfhHPo8iABITirmf5G8vE2TXkOenuuOiS6vl7Nw2WQjg6dMthknv9LsJLJTnPgiBOa960q489IKSrOTUFWV1sEg2148QYdQyUEv0/IjeDjZT7qQcErwQb+T7YNBHLLEwy4f35OTcctSTEBHkmK3jcWsDgoFxcgECDA1BowmLcfNynelkukoonhhVsKVAbe71Ji+5nIV09//EmpyJ9mL++hvqDKNSc9d/qjptulluxDj+CjqTQJjd4x+b4/1ZxlNXLx9BZx87qsI1Ymk+Ci7/Nsx4z4jR5WOJi5jjQX98ICTV1wBjjj097mQYEtygI8MOJmjytyf6jNqyFVJD7gsD+j13EafnNGe6ygLjPmqQqst/osengC23qOwKmCLKx+jPbfoxucJD1QCLRRkDK9MWytPFhZTx2T402xf4DoVZrI/gR68WV+uTyMdrz89U99Jeajkyo/gmF3jmF0vf3dK8IGQP6UqEovdCp+U3FFdDiNfn3PAn+KNTVekhO4EE/en9vanAbAndSOlP0v24vo4/vSIcTshIDnv2PiCMQkWtBP5U6L7G+2xNNUGCCObSAvaT8mfxhoVnq5Jcf3ppaQgHxnQS6qeDgV3YBL8KWq/fFVK6E/hzKDwIIqJPreRhxe8Vfgchf3z8Nri9Iey/GnWYQV4xsDtLuW8jU9xvHEbO5pK6PH2saFwh1E37lT8LMw8zmvNG7j7zU/y2TU/NyQl/MUkSRp2OXHX9bNFYCKfh/6vvvQgcOJ0L2MxW2keCoT29eFwZE/ZBIj0XLfpy6c0O4lnPnNJTA+eMJGpxm67YshJfdcwT+5t5kfPdeL2S3xYOI0Gyw8n+2m0a2hC4vek4LbrmTsP+n28X3Lijkg3jmaisjHr5CQREmTfuizhChSAK01mUWUBiqIk3CeM39/FwUNfBfTPY+5KyF76CCe2/heBodzQJIhAzO2m8+Uc7bG6Dm1CqLogCNVJ5/4bSJ/7Cpo/hYEmfdxkZHp07VP/RdCTDWDqZRNZL57oBK4/SNRFCY7aVJKENCIh6Bk14dUg0+rVKPd72bDNyACKRBGwxmvjyeSAISNzAtDoiNhJgjddKqsCiU9JiZ5bOKgTGeQRCDQ0FJTQ4QmkiAOz6sYtLKaeSH/6/ZsZdHo0zi+aqD8lvv9woP5sOD1G9iCJ9CdJclJasAYHj55xf4ruwRNm3P6Efq6TQs+uRxGkyBoPRPjTMTWIM447RQZpzll/0hL8yI9gvP7k9TZzvPZuhBjxo/j+NFJ2N1YwZixO5bfOaPv31p5Pz9FNpBZXIzsGUezD5CzfTO/xS/F0LjKNevf2FVK39ZuEoyfR/jSaO0lhcZkif5rrk0gVEntdsb8Tx+tPrYpGqRr/bz6mF4ae45rmK5FRCOBDlYIoQvcxy59mJ1aAZxy43aUsX1DK8gWQk97Etx7rNNJlNZwsLLmQt6+u4Gh7Cf6MC+jrfw6/902KXHrNtF3WRi3ROlvOPZHPQwh4oeUT9Aw24bINcYX6CZxKZFqnc9JTi8eiNDuJD146L2Z7fdcwb9R187tb19HY62FOht58uaaul58+uJ/DUgC/DAtUGXtEg+VMTWKt184lNhvu0OhKpyTxIYfTlKUzK1ePJglbQZJ5WoSAQOMArvkZCW/j7dc4sr111BUoj6ee7TuuGZkEEYFsC1K+4QjHXsglMJQ96QHUybyvnKVPMVB/HiAjKT7yVm3GkaJnO+Usf5SO/Tea0qMdac0EPdn0yprR9C+yoXIiIvePybSRYE7QPE3i3RGrQUYjQrvKK67YAA7ASr/M2oCdpCHJJCIrfTIb/HYyNJmUQYmDDpWlfoU0IfFbu880olSVYmvfx0Nk5o75X0F10TOkerNNY9KXXlBI1aZya/XJwmIaCPvTv2cN8+i+l8x9d3CN6U+jES7tOCuI8qdf7/sAGc4+0p0ehPgw4UUMOHP+9PFL5sdsPxV/siPxzkEHHrtgvUMx+dNyW/yx6ueqQ5kQ4NnfSeoliUdRj9ef3tp9qym4EybSn2Tb0KT6U7z7OZ37z5y/jYGG9ciOQbIWP4McMfii/sXPYU/uMvzJ11NOZHBnMv2pOCiN6U+R2T+RSAIu9znolwR7nX7DnVb5FDI0ySipivan39h9McdxusihBTE7Tt4sfAafbZjcwRLLn2YpVoBngty4upj8tOt4em8h6wrr+Z/nXTQOBIBDAPx1J+S4i/jW+b83buNT7Tx07Dr+ZdE/TqucYzaxp2MJu5oU7qp6yliti2SmnKzru4a56p5XjJWn3926jg8/sBNPQNW/+IecrMLB71P9NCoaAfSacZcsuF1zsNplQ4kI4mhCIEetMqnS9H/QNAStci8efLhxUqBlIE/3NAoZUi8poeevR0ybR/Px6CkQ4Qke0fT27kQZTCGlpwpP5lECSR2m6x2p+uXUkjdm9OfJmdbG3E1fwds90oMnjGwLYE9uN6ZVaKpMXuXfOPncQhplxdQUsNndT8ZQRuwDhJrbRDcpjmyyvDCgjDuNd4VPZp9Ti2kwuMGnS7kmYUozLlZH6r1LVYVSz8gK0+1RE7TGnIqVAIGGQEJGJtK+FGyUlOSTXu5A2SyhBvTa8apN5QAcfr1lQg0Cxzs62MLCIpbS7CSe++ylPLW/hRbxGxZmHuf/PaGMw59svNm6kvOKqhNO6wwznkk8MxEhILLVzJ6OJfT60rl12YOz3p8qo/wpXZbIUiSyNZmNbhu2URbBopvnTwczwp1AT3GSILp5y2T5k20oA3fPwoT+5M45Qn7V36bcn07n/iVZpfTSH8T0+5EkyF35ED1HLzf8yZl5HEnxIVQnTXa/yZ9akvrIGMyM8wC6KI3mTwsCMpmaMqY/patSTHNmScDNoWBQoz1ocqciVWZ5REZztD+9d9DB31P8hjstDIyd8Q7mSVkqwZDD2dBQjQAPwOKsJdjP6ybNm0PgQcufZiNWgOcUKMpws7x0KY2D82kcOBxz/cLM4zgislUeqbkGbzBpXM1ZZ8h5e8I0DeaR6+7BoQQQAirzDrEs50jC0jRN80769IfxEF5tWl+eRWl2Ek/tbzGN+fzH7ibjcrgr/XrVxne8LvYJDY8kSJckLku1Y4vqq7NV81PggZVJdpOsRI9Tn2pOyO1stx9lSBqZtpEsnGwMLGSuljdtxyGnO+jdfMy8MTTmMxHRUyBaanpxpHTQ27vTNOozVVRS/vq3kVUnmuyj7vyvmiXFXos75wiZ81+Z7Kc16TjTOnGmdca9LrPiFWOVWlY0XOmtzL3qG9ibK3mu7loCKDhkP8U+V8xtVYLImoJEbJqwBFzkUciTu0nVctBtMj6m1SswDFMBLhy2mZr2jdWsMJIMTeYSn4NVgdhSs4kgoyDQcOdLeCImtKpSkNcGXibrrXy+ePvluD1pRlpxvDHAo5FodLCFhcX4Kc1O4urlhbxR5+Rgb+E4/elaBgMpnF9cbdovnj/NxuAOQE1vGaVpLcY0sZnoT9HuBPDa3lbmDUGjItFHYn/6b6+bPUJFkYXhTqoQKBGLYW9oftZKdmOB7EwwU9wJwF6UQqB1GFMTnmn0p6xFDbPi90iiZs5JOXW4s+8z/MmV3s7cq76Bp3MBqSkdPFt9Z8iffJx/0d0MvvIpU4+eIAEUYQv5kxTjTxd4JArlPlK1LCBxcKVHVnkg1W/2p4hMn3BZ1UTcCfSAz+3jWJSLeb2QkLGhEkTBRgAfJ5fsolSbj3xk5Pkf7j7E4V3bKR1axBdv/6zlT7MQK8AzQSJXLFw2GadNNjWXA/PoT79qR0LQ6ckamYIQYjZ8eY4HIeBk3xwer93Ex1f+CSnU6d0uawQ0WZcUyUlZya3UNzyAEL4pmf4wFvFWm3707FHjeqdN5p2VxTxS3YRP1ZsxL9ZkLkvVV5nOF4IXg0EKbZIpuAPgQfC47OfupOSYsiwRyiGfjlW3E3I7z9v3xWwfwsfz9n28PbBi2kRF86gQGPlsOOamkby+EF9dP8CYU7RkRcKR1sn2He9D0zzIspuNG7bgdpcitaQgh3rXyJoTV89Ck6Co8mFKLjmS8OQ/UxlPA0JHSifl817hM95UOrObKBxKw7/7vTH3pUR8vWdoMhd4bMa4TE2CZE1mrk8faz5ayrJp9QqMVSZVgiQhGZMawqIxnkygSMZTHz4WEjKeNvPaZnNKDdce/gQ2zcHrtY28/z/PJz3XzVvPnIwZAzyWbMQbHWwJioXFxLD8KRYhoGM4m+cbLknoT7LsomTOv54xf4p2p613XUy6JtG7uZ5rAg78CB7MCozqTxuFjcMe1XAnRZKMqVleBCtlOzISASGQwNhvukrcZ5I7AQQ7PRDx2XCtyCFl4/T5U3LBFD/BaSDanxwpnThSOkkNOvhMwSt0ZjexMPM4uUldqFHTtxRsRgZZhqbE+FOKZqPclw+M7k9NikjoT/2yoFdMvzvp2c767ezCSUOwjlZfK+fzDmOfrKFC3rvnS5Y/zWKsAM8EeaOu21ihSLG389mLh3GlrKEoa75Rf/w/Tx3i6699iaq8PbyjYgs3L3oMn+rgx9UfpzztJO+seBK7opp+zM3m0ixJgvOLq1lXuAcpaqT0M3Vvo9NbwH/e9C/ML1pEcfEtMasJU004NXCnzxOTrRM5+vOzVyxk4/xsNt+6gZ///E2KfBKlimKIhk2SKLRLLHaNROsDQnAfXl6Uglwm7DjiNAGcrnRqDcF2eyhgFf2QobTQ7fajlPlypyfl2GvOLfaf6Md/QpcTFImc25bH9OJJy3Gz6Kpkjjw9jKYKtm95jPw1ep8dTfMYq5bO8jSwyRDUUNHwpNfEPLw+BWt2MZ4Szt6aixnuWMiCDb9jkaLiH8zhxL53GM2aE7EwqJjGZUauEEUGccIrr/GycvSDgMixnPHkZvkozZInE/PkLPP2koHFI5eDEi01vQDsePyEsV2xS+NqFhhvdLCFhcXECPtTeEz621deSXpqOXMy3DT2eqhpH+CXLxPXn35S/XGWZB9iU/kL2GRtQuOVZzJj+VO3r5CvvfN9Z9SfHn2h1uROb9R1s9yvoIYWcBxI3H3Zkhh/KovyJ4eEqTfhtmE/ryVppEoS/4aehWqP+mNOhz/NOHcCRJQ/eQ924j3UrQd9JtGfNNmHN/NozOdIHl/Fz6winj8BaKpCYCjbtG/0ZM5ofyqZBH9K06Qz5k5hgrKflKGs0LEHsAk7AsHcvhXGPpY/zU6sAM8ECU8LSLa16aM+hR95yM2q5VvYOF8/4d52wVw+/dc+BgMpRmNhp+In293Nif4ybFGjQFUh0TyQR0laW8zjzVS0qJpxIDT9Qp/8APp4+FeazqfTk8NbLcnML9IbLk5nWnFkauCAE1yp+qhPt13hnZXFPLa7GYdXYx42Li7Sa3BTs1xcdMN8gnWDvPlWG6uFLilBoXfRj8zeOeJVSQrIXGKz81H3yA/sRKtOU7ka1Sr3mlKLY5D01ahWuZciLU698RQhpznQ+qP6CKiCzvv2kfORFTGS4h/UjHGMg60VFOBC4DWtWg5p8MJAgGx7P8kX/y9qyuz57JwOkgTp818lY/42pND3iCOlk7lXfYOhtiV0HbzWmLIVzWh9dkZLD45ssoyAAlWmXxbGfey3BxPKzVQjIRmpxqAHdjypvSQNmN/fkk1QWJFBS02v8aMEYP3188a1khRvdLCFhcXEWF+exZzUHr68Xh+TLomHOW/pU7jd+ndWfdcwv9tWR6cnJ8afytJOcmXZy9iiypY0ISMJbdTyrNkQBNL9SSHcdCXSn647w/7UHwxiT4WABG67wvryLNI1CcUuowY0FLvM8so86ruGOdQ/zM0fWMYv/ryP4aCgMsKf/GIkYCNJEqkoFA2AbAfhGgn8hK+fLmaqO5lQwSjXmiR/Ks7bh33VnwkkdZyJLkPTTjx/ApAVlZKLf2KaUgqgoRpuEe1P6RETIk7Vn0YLDE0H7e56sjyFrGm+EtDL+nvyG8hsMzfxtvxpdmIFeCZIaXYST9wxlyPHt+AM6D9aIyPj9V3DfGmznuZ5vHc+qnCiSD5U4eRoz3yumftsTNqgIglTcGe8MnImpSWoKQgETmXkw64fjwbYyMz9EJ96rIxOT6YhBGeCyNTAVB/84voldGXajDryzR9azws/3gNBwSs/3Qv/vpKb/vAG2cOC9ww5KEThhWCAHEWmU9WQkFgcSisOCkFLQJChyawQUkxPnunGwyiCcgr7TRYxwZ0wAjrv30/BZ9eY0o1TC2xGtF8E8lm+6B+o8j7TqmXD0QNIBf9kMLUFV1RwZzbI/Okgy4Lozot66vGreDor6D95foJbilBKrwRRq1NhCWlQNEripAdnaDLrfRHbIh5+orXj4yGy5MvjriN/qMzUADCSyFI0CckU3AngY3f5c3zpljsNqQi/t2SbRF5ZWtz79HjqY1bKo0cHW1hYTIzS7CTuvamPzhb9nCBE4l4ykf7kUx0IJFNvHsOfogI+M723oRDg1xScUVncAAKZ8tKPMBhI5t82p88Yf8pA5tYBJ2mXFHDj5fOMEei/S/WS44VOF1T2DxsNlstVmXcOO7AhjepPXap+TirRpHGNQJ+qBbKZ6k4xjKyfToo/dWcdJyuqwfK56E+gTylNyjti8qdItxCGP8mokkqQAHb0Rd2wP51UApSp9gn501S6U4Ym02/vIjWQFTfTOddTYtquYCOtrdCIM1v+NLuxAjwTxOOpp/7ou3BGjGeWZTfDYjkPvdlI16DPSGVtG85hMO0BzpvTwK+2p9LpCbC9ZS0XF78+6heoKmRsUvzmemHiZdBMJrHiYc5cdSgqu1qrWFsw0vhwZP8gjYP5/OCWq2ns9Zia8k030amBVavyTV8yUqcPgvpqR9Cv8fBjR3F4Nd4z5DSaI3s0ie0EKdb0H5gvDgTJUiS6VcFw6M/UqWpGPbkqBBqxqcYwtYEfN6OX6Ex0v6nAtTIb796ukQ2qoP+lBtIuLTEkxZUmc/NX1tJWOxAR7V9o3MTjqafd/yGKNvjijsiVJBBa4uZ7ZxORn1NNtaE4B7And5hqyUeQjH/7HJ2k+83NGtM1iWMFz2JvPx+09HEfw3gncI2X6JKvDw7MSRjcGQu7zcGXbrmTxeXzAF0yrr1zFY//ZDdaUPDkvXtiGv55PPVs33FNTN8CCwuL08Pjqaer9V7jsiy7yMhYZzTw7Rr0GT15wv5kC+7lv57Rp/S9s2KLKcgTj5ngT9FE+pMkwSM111Gc0s6Fxa+b9pMIMBhIpmb4Rn5wi3tG+VOOzcYtb5tPeug8/UZdN22aSpsD0gMSjz16DIdXw4HEOwccJn86qWlGadOLA0GyFYmuCH/qUsUZ9afZ4E4ASWvzGX4jcpKA5U+nw0T8KTIQ0uNqIcczx3R9uiYxUPI4ouUi8OeP6/Gn2p1uHXCQGchGEM4OTPycwijY9C9IJMufZjlWgGeC9PbuRIsI7hQV3owj/Vau+8WJmMaBbrvC2nnLKcxeT1XJTo42PM7Rnvn8at+H+MjyP2KTY79dhSAmBTkemtCFYariBTErYFHXB4WDC1Z+FG/7Z5Dwmq4LaAr/9Ywdl+0pfnmzQm7SBcDUfMCjR+9FXx4rNTAly4WkgAhF1FOPDbHCIcdMvmqwaeT6ZRxIDGswrJn/dh5NMomLJmm8PcUR04x5KinQMkgWTobwxf7BAAQkh8Z+nim8+7titg3vbMOzu4P8u6qQMhyAXkuemZ8S9z7a259GCH0lLdHLezbKiRCAJiEpAi2oIMkCKfK7QgqSX/kQucsf5cTWbxIYyjV6VEST7s+J6V8jIbGm+UrqMg4wr3dlzErQaExGo+Qw0WnLrYpMToKvxEQ9eAyCErS4oXxk02C310hhj9fwL/I7PjI708LC4vTo7d1pfHcDzJv7aTqGc+I2Xg77EyzH8dxDlKfX8KPqT7A8+xBXhfrwRDNefwpVW09bpkLkwwgBBdmruWLlKoab3xfjT7959QRP1u5hTmrPtPoTEONJo/nT+vIs8mWFkmG40GvHPjDMrTjZ5grE+FNk35p4/jQcKhnKUWS6VIFT1rgo2TFtmdCzwZ0AhnfFlqJb/jQ+JuxPw7kgC70bchQ5njlx/en8k+/kWHY1mV35Y/pT+PZT6U5NiiBTA2miC2Qi4k4sf5q1WAGeCZKRsQ5ZdhvRyfLyO3jyoGxk7XiDGv/v6sVkpziNlRePp56k/lu5fbkXn+rg6699ia9s+xpr8nbzrgVPokTUgkqSHiCxy7EphJHYTvP74HTTMJuD7+e3j7azNOsqMpzDbJr7CkL4ENi5+81PAPDl9d+hrcFPR9PURHGjR+9de+cqnrx3T8wovnipgfVdw7z6WgN9TzUhIqdQIrHeb8ePwBH68hYITtg1ClWVJcJmWn1KkjFdHtYESTLkygp9QY1s+8gX61RPg5CR2BhYqE+CiE65CvnUxsDCaWsSGJdEP9QDGr66flyViUeAhhn21Me/j7M8tXigcQUpRQeQ0MVEigwQi5ERwbItQEpxNT1Hr6J0WRYn93fHvb94gREZhbLepXTLKr8PjfaMngox1USXfBXHEawwEhKqFEQRNsJvek0KAhqycMRt6DdWw7/o7/jpnvZnYXG2Ev3ZysvbxJMHu8f0p29e8L/I+Ax/eqXpfC4qfo1r5r6AHJGtM15/Uk7jq0wIUMWpO5gkwbz0k/z6+eM0D36UhZkN3LRgC0L4ETjZ0bKCHHcnX17/v9PmT4pdL9tVA7FjjKP9KZxtNU9T+Ndeh8mfHEhkqFKMP4XPNdG+ZL4s0RDyp1K7LcaVptKfZoU7geVPp8FgyyJSCvRG2jH+RHx/KlqWSvPewbj3l8if5ndVjsufRl2YOkVOr1xef+OrUgDQUITT8qdZjhXgmSBudykbN2wx1ReuLx/GbVeMEZJXLy80pdT29u40Vmmcip+Fmcd5rXkDzzdcTuNgOZ9afa/ReNmn2lDTf8jz+5/kqrJnjBV4EfEDLpqJfjGH91c1GQ0N+wRFJahJyI6lfHn9V3Aqfnyqg37XF1iUcRTJfRUNL3q5uGirMdJ0qqK40aP3jr3ROq5RfPVdw7znh6/w/m47StwURYkTSpAKVf94SEgUqBILhWKM/AwKwfbBIBtTRi6/OKCPUAzvo0WlTniCgiT71J5B52p5vD2wgu32o/pqVIhknGwMLJzWMZ+AMYEiIaFaX8ku65MdIoiu4/V46mlqepDm5r/Gf6izTE40zfyZT52zb6R/V3T2X9Rz1/xuFMcgDYc0wuMwA/ixYR8RiwR/GwUbzUps4+RwU0EpjrifLvH6ASVa/YrcNyj52brsPr608C56er6LOpSOK/sYkgTDnYtYf8knYr4DwqvSJw8eJyn3GI6UDiJXyON9x1tYWJw+p+pPcuhcFulPj9fewNGepfH9ad8TXFX+7JT4E+jBnVP1J1WTKLb/mQ8u8RsBq7evupTFaa8hua9i6Az4kxoQhE8GY7nTVfe8gsOrcfuAM64/rQjY2OUIstGvl9XpjfAFqbI0IX+KDugMBwXJU+hPM86dxoPlTwmJ9qeUwiOJ/Sn6tn43iqufnY57KU59BwwUE5D8yEgowh7ei7BbRWLDntCfpiKoE8mplHxJssSaa7NoHfyq5U9nGVaA5xSInmRQmp3E1rsu5o267rj10pERTZ/q4GjPfOyKxEcunMcvXob79r+fjy7/E4qs4bQp9El5NA3mmpoxh/9f1WB3x3Kq8vaf8ojQyOaEpiSAOPcV04tHQLf8cZZmvk5/ty4gTsWP0/Ndmj0BZPlx/nH7z2is3RrxeM4pieJGR5IXrC/g6M4243JKlottz56kwaZy/soC4+/yRl03OV7iykmYflkjqApsSAQRlARk8hTZNPJzkdt8udQhMaSOTNmSo15MbZpOoHO1PMp8ubTKvXjw4Q6lFp+J1SfXihy8eztjttvnpJByQTHO0lR8df04y9OwZbtR1dAoVk89O3ddb6wCVK66j7d232ZK79eR0SMVo6/YzkZk2fz5G+/n3NtXQF/dhUTLR2P6EdPoy5qsXczvWhNXOuKtBElI9Nm7SA1kIiOftqxEBmoi7yvczDBaiFy5KsczHqde7mH90Q/qWTsSfPGiW8mU/0rAdhAiSucdKZ0cq38DzfZZ8vI2ARjS4UiBLnELHa0eGtpjV8ine1qNhcW5wrT401BeQn8C2WjMHNQmnolzuv40JF9KGi8CujttKNxH+vBTNA95z5g/RWfwjOZOnoDKPFVJ6E+2UAP/ICP+tM8eZINim5A/xWTwTIO+zCR3AuIvwkjgXJhJ6sVzsGU4T9OfxlqBm71Mhj/NeesjzLnim/zj5FyaJA/XHPp4KKYWNBlQ9GJXIn8asPWQHEybcE/BiSymhUu+RNTfNSkbPD0CEfVD5KL35ULGr0jpSOxPaWkr8XqbjICNI6XD8qdZgBXgmSRKs5MSNsLrGM6hJ/l+FmYcx51cxZeyko2pCI/seoPbl/95ZBKE8JHrOMSJvgp8qsNYxQmjyLAq9xC/2vchlmQd41D3Am5b9n84lKCxz0SCPpH71Q8UUZbWnPB6IeCpE1dxzbz7jeCOvpMdhN74UNM8CM9WpIgVkPnz7pqSD3u8+vDw5ZQsF0/8bA9qQMOP4D3PHuXv/3ExpdlJ5CKTgkQAgT3Bl2amOlK1qgAVqo0uIQgIgV3SBSbXZv6SrnAqvD4YNJoFakLEBHmmCxlp0sZ5nk6mRrB9OO72QOMgvZuPkX9XFclrYhvSdXRsNdXxtrY+GkdOoKz0ozgcORyr+c4pHd9MZ6Jvn4GmFfTWXkZ0cEdSBF73APSNbBMi8YpSopWg9ED8EeynQqLHlpAYsveSHMgwbbelvMLbVz9J26Er6RH6qcumOWh/7Um6nD24c3JwpHSaMuyFCFBz/LvUnvgxQgiE8CHLbubN/ZTp/VVT833c7hLs9gzy8jaN+n0Vb0KEhYXFqTPZ/lTbNz+hPwU1eLL2coYCSZzoL+MzVb+YFH+Kd5v4/vTCyDacfPSiuXS16BneZ9KfgDHdaVlaEpVBG52SNqo/pWlmf1odsGNTIeCc+f40me4Ep5npGi/2IsBX00vmDfOxZbtNE7TCjNefiopuobn5IWD0xuWzlYm8fYbaFuHpmounayFhfxKqE2/zavJkH+pQAXahN9lWon46R/99E/lTavBU3lcaUpxModE4kbGf0t4lKBGBJGHfg9BWxex7eP+vUMbwpzDhpsnRfXYOHvwixcXvQ4jAqF5kudP0cha20ppZhFNaP/twB+/5QyZ2ZwnvXjOH3KROxOCf+J8rtkXVi9v5f08otAxl89O3PsHO1tUEoyKuNlnFLqv84eD72Nm6lr8fu95opCoEPFZ7JT7VbuzvV234Q+VGkftFIgSUpTXHbcgK4Epew2DSV3nPaoARacrLvYaqygeQZf0kI8tuCgpuNF0Or55PBem5bhafV2iqF198XiGD3V7UgC59DiRyvPDU/hYOHevmrd8c4uJh/fWptvtR45xFyzVbTHbBsAa/9vh4DH/cE7YiSSTJEtsHgzT6Vep8KmrEC5pikxGJXuAZzOlkagRb4wd4YKRuPBpVa6Pu5E9HHl9yUFBwI5IUPcHCcVYHd8ZL5Gc6Of8g+av/D0kJyZwUBAIIVWJJ+/mghHZWNA4WbCMgh6UvlJ4v+Y2VnwxNZnlAmbbeO2EEgreKnkONkk6Hcxj/YA49B24wtmmSn47919Lyxm2c2PoN/IM5cd+vmuY1BFfTPPT07CByfaO9Ywsn639FzfHvsn3HJk6e/DWeOL0KwhMiDh76Att3XBN3HwsLi8nhVP2pdSiHH1d/nB0t8fxJo204n60nL+doz4LT8qdEPhWN2Z9GvtfKS29lUfn1M8KfErlTyTC8/MwJGo/08PJP9nLFoJ13DTl4KNnP6474/lQYlE/JnzIUicNelSPeIMe8lj8lRBVx3Qkm5k/JSfM4W4M74yHy7ZSUd4Sshc+Z/ElS/HTsv4HSAx9gQ/21CCUUSFY0AkQGzOL5k8SycfhTdKZNNI70k1H7CNO/wai/n0qQlrQaU3AHAuQs3ooUFfAerz8Z+2se2tufZmjoOJH+1Nv3BgcOfoaDh77A69uvpKdne8xtLXeafqwMnkkg3HQuXnpxOKUVwBNQufelGj52npP6ozehad6oe7LTn/x9Ggdkctyd/PvqX+JU/GhCIaCpRq23ENDt0VewctydvHfhI6Y0xAznAG8M/oSypDd4vbab6nY9arsw8zidnixy3N0syKjj4jnbjEeOvL0QEpI08oUiyy7ml30A36EvMOQxf5mkpa0gM3MjGzdsob39aQBcrqIzXoNZWJGBYpeNVahGRePuZ4+izS8yVp3sSCiSHDfVONGXXEpQ4i/CxxWSHTd67biELidBoXE47SA3B1cYacZqlJBM11SIM4m/KBlH89CY+8WrGwdQg4dMnw0hNFyuIs7b+DTt7U8TCPQa1x2r+Z9JOeaZTKIV5fB2UymCTcWR0smci35M46ufQ6gRX/GaXm+98ab5JC1U+d0/G/nbqu8yZ2Ahty7/EG3HB7ElQf+OyAeLfWCVAPqcufG+l6O7VpoZTG4gZagk4hElNjRcT+vyP1B84F8hlK3TffRyFMcwaCOi2pi9j9LONfqjqE48nQtwpMSWBIIuukLogtPV/VJoq0x050pN81Fz/Lscr72H+fPuMmX0WBMiLCwml6nyp09X/RKnEkAVNgJa0ORPXSZ/+keMPz1c/11s/pcQSDH+tLFwF5fMed3YH2SkiEbPmpCQTf7kTuhPdnuG0bNipvhTpDsFEFzotdP/chuP/7PdmJ7jQCJdSPTYQPHHfrdnJFg7HsufFiVJ2FGM/jvnoj+Nh0TuBJY/RRPjTyEdid6u+1MQR0onc6/6BtsblqEOZFBYd52+gyazr/gFPnTh+8ie6+aO5+6gqH0RycE0riq/Eo9tEFmW6XkpfKfxDSmIHxkbcugzMrpHCfx9RVH7jNx/oHAnfc4ucuo2RdxC0JFSjyb7kTV9qhqyQHH3kLPsUTr2vsfYdyL+pL9GTo7X/sjwqHglfkIEeGv3rayufMBU1mW50/RjBXhOk/AKU7hB4Na7LjZJyvryLKOBIMBfdzbQ1rqTDy4xy0lR4c2Ul9/BnuZkYDsLM48b6cWypCLEyA8RSYLStHpyk3pIsvWbxq0LAe1DRfzbeV24k9/Dt1+qIXROptOTw/XLNK6oSGFOipOejm0RRzBy/0FN5pmTl3JF2cs4lCCapnHw0BcQwiwnsuwyrS7VnvgJmuah9sRP2LhhC4WF7zr1F/Y0Sc91c8mnVvLHx4/yZEs3fYqAoEDKcxqpxX4EJxWV5SSuJ48mQ5PZNODgfpuPVZJC2NeSXEP8buFPWeIrxday0thfidMs8GxGCMGeo71UJdtQIp5z5nsXofb7kAD7nFTUXp9RNx6NYluCJNkj3m9Bent3Ulj4LsrKPmasBIRPFtONhsxhltBLJhn0sJhDyInGW0wC0Wn+gy2LyCqWCXAozt7651j1FCHiTFAQGiSlOlhcXsg/sv/B9kNv0l8tOProIHbhICj7EZLPSEU23RZBffYuMpemkvLqAsY/enOU974UZMm6v9DwyqdNgRu75qRYTSO1uJqBxvX6Rs2J6ktmJGAkyJ+zG7m3Uh97qvhw59QmfKic1I/TdiJA0PlQhMRoUe+1iOcrfKHyrp8YNebWhAgLi8ljqvxpTd5unIr+mVakIPs6llKZdxAw+1Ouu8XUg0cION67iE9c0sv/e2INjQMjJRVhf1o3PwDenUC4rEtDV2n9sipkVCGwyxpgZ8ni/55V/pSe6+Z9X9/AP19r5K2aLjKP6Vm4miqQFQlNFcaiWaqmN1CO9CcNYepZIxB0oJKHbVR/OlL0Mrd13giMBHLONX/ShJ6roUQ937Rr5xJsH8Y5LwM0kdCdwPKnaGL8qW0RNrsPd3ZdnL11f7Kn9vNy+g6K+95OYcS1g0o/nSU1XFB+I394731s21FN18PJtDYHCcgSWxb/kmvkj2PXYv1JI8iJ/Ncpa9+ALGSjdE9DM4I9cY4eiL2vMPk5dSwqqab25Nsh1PzZhp35aga5yx6la18omKM58HQuIHVONZ0HbkCoTlB8JM17FblvNVpADvnTsYSPlep4N57OhQzLv47wp/jZR+EgjxABo6zLcqfpxwrwnCbRK0xv1HXHrELddfkC9jb28eS+FgD2d85F4DTqrCXJSXn5HbjdpTT2NgLQ6ckiqElG8EaRNWP8p1+1846KLTiVAAIHkcEZSYL3LHqMtoaHkWU3P3rX7/jUQ+2Avlr1jjnfA4+XPp/LWNGWZRfJGdcx0P0QAHZFJcfdHVGX7jelMkqSnfnzPjsjV7bDq4FzMtx8+A879b9N6HeoXZGoXJxL+sI8XvpnA48dauaGfodJTgIIGmwqZcHEQZ8MTSbDD10R295KPkCTuwVV8eOXAjhCX7bnkpyALmZpisQLA0Eursol3a2QsrEI1/yMcd+HIuezcsVv2bvvduMEEXkyiHyvTTc72cAfuI1uaWQcaZbo5EPczzp2TOljh1ecUouOEEiQ1VtW+lGSk+cjL6jkkbcaQlNSwhNSZGS7xAH7TpIHVpPmzaH7TxkE/RrhggSb5uBE+j5smoM5AwtNK0cSEsuTJAa3LUJEfTbi9xlQ0T984YCMeeqEQFC0/rck5x1j3qZvMNBYRcf+G/RAj+yDIzcyoDmM20uKD9kxROQKVrlDwn3lV/F0Lsadczjh6pN/MId/PrwIoTqRlOXMveoboX1tLF3yPTo6nsVmT8duS6O+4QFTv4JwWrLDkU1Gxroznp1oYXG2MFX+lGw3lwa3DRfjU2twKn6TP2lRQeoB6TJuX/Eg/i4v/3W+iz3en/Hjl/X7MvzJ60WWnWgaQBBZdpOcce2IP5lKxgL09LxuCu7MFn/63K7jOLwaH8apZz3bJDb862I8vX72+T04/nmCd/Xo/hT+hg8i2OL2c43HgS2iRCs34nVO5E+H0nfx/q6rcQqHsV0VIibYcTYjAW8OBVEkiSUXFZGtSCRV5ln+NAkY/lRwJOE+YX8ats1hqPnfOJG9l/O7zsPl6sfrTaUp7zDd3tU0DDSQ5s2h5x9pRp2XXXOSO1jK3oKXyRsoo3igwtRMWcZGpd3NQOj9LYWakcvICfxJLxETQoQWv4LU5bxFWeda47bJ2SdwpHRScsmPaHj5MyDsSIqPa+ceQvNm0iUFjG3JucewJ+vZ3f0nN5JWtp3Fecfw5/wnns6KMf1p19ZLQ/70DZM/Laj4Ih0dz5KRsZaT9b9BiIApwBjpT5Wr7jNl9VhMLVaA5zSJXGFy2xWj+R+YV6ecNhmXTcYb1BgK5jN38T+wBV4GMJ3o15dnMSe1h7uqfmXKzJEkF23Kt3h+/x7ctn5uXvSYvj3UDyf85RXUFGzyyAdrXXE9D370Uv6xu4nrKjrxd4Wb+XmpmP9FHI5shsVy7n7iN9xUMfK8Oj3ZRpNCSXIiSRKa5kWS7KyufIDMzI2m12EmRGcjX2+7IhFQBemqxBxVpsUu6FY1PvzATrbedTF3fHgVK5/NYPfDx2Pu56WkIKs9gtUBe5xHiU9h/zxsqoNWRxd/ytrCbV0jK1FhSdFC6chne8BngUvhlfRqNm7YhNufiS3DSbDLY0x7aBlqoW7/EcqXL6KkdJ7pth5PPX7/S7hcN3Hexmfi/pB2uYoTZl1MJTvZwD18PmZ7N1ncw+e5i+9PqaTEe9tkZ11KV/ergIokOSkuvsV4rW75WhEnDx6npf9ONOHF07mUP0oN1Bxow3XExQ9zf2SMyQ0jEMakrXDd94h8CGT7QMwUBoiXZiwABUkOkrPib3pasLDH3EYNZQrZkzvJXvwMqXOq8XQuwNdXQPeRa4w9XZm15K56KOK+9eOxJXXiSOnEkfLPUV87T+cCfdWKyFTkbsrLPmasrodXmoqLb6Gp6UFO1v/KuH04LTm8z5nMTrSwOFuYKn+6vOxl435k2cnHN32Gl45+gJf3PWvyJzli+qJftfH8iXTeWaE7khBebqns5ryF8fzJN6o/hRfjJMlFQcGNtLY9jqZ5Zp0/eRT4XaqPMk3mpKzxs8f2sPWui7kgO4mSoELdUw3ASMhdkSQ6HYJ9waDJn8Yq5y3sn8erygB/zHmcj3SMfLce96rMcylxx6aHOZsW0SRJoirZxv3OahYsKcTpzxi3P3k89XR370DVksnMvGoMf1IQYnonj85Ef0pNXcnAwCEgEONPm2/YzFtNz5Ky8FsI4UPDjr3Nxd1v3s3P9/ycH+b+yChZBFClIOvqr8YekXFjCtzIPuwpbeZjiupTNXJFgMzlj5BSXA3eTBpe+Qxodsq7KyHiNv7hXJI5pi+SXf11PJ0LjCyc+lc/rTuXFCBzwXMABIZyaHz10wjVSX/9hlCgphVHSuuor91o/lRz/HsIEaB/YJ9RliVJdg4c/Ixx+2h/soI704MV4DlNRhvxGbk65Qtq/L+rF5Od4ozYb1Hc+/vlzQptDSPNsHz2a1k0/066W5J5pclJjruTGyueNk2IkCR4ufE8tres5QvrfoOE1xCFwsJsNs7PxuPJYPuO7xsSERajh95sZEfLCq6b+wQOJYCGgwtX3c6i4s+SJO03ZGO0VetwHfl0rmxH1+5Hvt4BVZCNzAcGHDhC5VgPpProQ18lBKjzRtfw6315rh20kxXVGK3f2UlLWi2F/fNI8+XE3C7Nl8Nte7+MlNpKAM0I6gSF4K2hoFGyNBubBE4UWZKQ0uuw/18jPaIjNIdWL5ETNvCrfuaKFLyv1tJwB4akRI723Lnrd1Suui/mvnt6thupn9M54lND5g/cpl+INgVJBqHxB25jDTunNN3Y9LCSg+6e19GDO3ZWV95v+tyl57pJL3+Npj3e0In/IJm+fhi2kSyGGfR9CUn5CkJ1ItvAMd+P98jI6mmkfLhzjpKz/BGGu+fGPZZIkdFQjZUrodmwBS+OCe4AaLKPjHlZoI30sNCDNZ10Hb7StK+3Zx6Nr36anGWPEZnBExzOAWLTiv2DOYbsOFI6ceccQ1J8oRWocCqyRt3Jn48cT2gaxLx5nyY5eb75+YVqzsOr6zD696GFhcXYTJ0/jQT/B+0fxu4sIT01mVea1sf1J4BHaq7hzfaVvKPi6dP2J0/q95iTNcj8OReMy41moj/ZZImgJuhTBHuVUDAglGXV3Ovh66/X8AF0vwojCVg9rLAsMPLTYix3ghF/Sk7pJoCKHQVVCNqDgvA3sQZIcSZrnS3BnTDKKfiTuezKicezBEWJLaEe8afxB3cmMlUuETPRnwAGBvYiyy7mzf1szPTMktQSNHeQmlA2r0yAEptEqz/WnyQF0qtUBneay6kkJAqWK6jyQ6TOeQNVSHQeuQpZmH96CwSqFMAmHGhSgKOrf8a+pFoYhA8FLgAt5E+aHU0KIAs7QvGRsaAMAq8DwnAngJ4T5xkBGYSd7sPX0nPscnKWPRYnUBObtXOq/lRb+2Pmzfs0Xm+T+flZ/nRGsAI8k0CiEZ/Rq1NXLy9MOAoU4HjzEQ7WPUZxqp41I4QPn+rg66+uYeiZE/zu1nW47Qqdnhy+/tqXqMrbY6Qa+1QHW05cEVrd2mwEZtzuUtNoungSsb48i6FgPl977f+xoXAfH71oLheWF4SuH5GosT6IbnfptH1Y49XuR7/e/7GslJ6X9Mi0A4kFAZkDLpiT4eaKH71MxbDENThi7jtfU0iSIVuR6FIFrfZO/rbquwQVPzbVwc17vmgSFYEgWZa4zJmDLZCn/9iVJFShsX1QJUmWjDTjs01G4hEM9SJwhfu4BEdO2FIQnKHX3CWcdDx3nMIbC7Flu2PS1KNreIGI4A5MV3AH4DBLTGnFMUgy3eRwWCxhKQem/Hgy0jeQlDyP5ua/AHrNc/RJ1eOp59DeP3Ji6zeME3Nw/feBDhYlKTiTW5h71TfwdC5g+fp3kp9/DX/5r+2oUfVfih2KNvwZe3IzuHpo23cDNuGMqCEPsnvuP7giVUJGoGScoPGfn8amObE5ZFZdsp6WQyeMHjuSopG17GHS51Qja2a5MNKo51TTuf9GhDby+RSqE293mZ62rDoS1oz7B3NMzzmcThx+rmFpiUdv3xtUv/V+yss+aWSJRWYwyrIbl6uY17dvQggfkuTkvI1PW5JiYXGKTIY/eTz1HG/cxrHuFOaldZv86ZvP5TH09Cv87tZ12BXJ5E83L3oKCT8+1cGb7ZWT6E+rTN8J43GjmeZPt64q5pXXmuiTBOlColHR8Ltk5mS4+cBvtxMEHkj1cZHXxpKIgM7KgI1UWSJbkTipdPO3lYndCaL8KZhnyhzNsI24U3Sp1tmUuRPJRPypYddRSkrnRZVd+ejoeIa6kz81gpHx/Wl8TMZLPNP8ye2ei8dzAtCrGRyO7JjPnsdTT03tj4zLQQ36hR0Qif1pt9mfJAUqL87nZNfzCOHDr8HLy+/lon2fxIYdFR9NOfspXWejQvo7vs55KFnHeHhwkC5VxmVzMb/qbRzYNRJcKbr2CLTuIinnGFIg1mOEgOTcY4YnGdvVsH9FB2rMWP509mAFeKaQ0VanojnefISjB24kSQnQ4wVwMOz8BN98Lo9OTw6g0tjrYetdF/PM3l28sn8H1e2rONhdxS9vVnAnV/GlrOSY1a3IyH6i8oLwce6q3U/G4PfoavGyve0XMzqVLl7t/rvXzDFe7zkZbj79253cgt1YYbrM7+DyjUW8dLQdX1CjUdEzexxR6ZFJMlyWasMWysD5rb2JYGi1L6j4aUmrJa1j5GQlocuMTTJ3xVckmQxFo1cVhoyEfxQnqrkNy82UjNacRKKP33h+QvBs5naOuk/ilXy6pMRZgXIKBwJB7lEXbfdUk39XlSlNPbqGt67uFyQlzZ32sqwwvWSOvdME9jtdevt20Ns3ks4sSc6YtP7e3p0Md5SZVmzeoZXx7vM+wLLsZdQfuD20p53U1BWh5pobqX2rHc9QgL3PN6IGNYRQjRWY5LROalb/nEW7P4WkKUhygKILf8SJpEZy03TB9A/mEFj4JEtL38v6i9YCsPZaH/1djThdhQilmWF7dVxJcKYsxj+k14LnLDdPfAChN1yWfeSu/Dupc+LfR/x04k7TCtdYjKxM2SgqvAkBBAN9zJnzfrq6XjF69Ajho6npQSoqvjCu+7WwsBgf4/Unj6ee17dfjRBeUgV0Dunfh/H86Y+3beAz//ckc9OPc7C7irmLP06StJ9hsdzypwh/WpaWxMs/2cs1AceIs8iw9PxSdh/uMGIOfYrgNXeQRUEb4Y4CqbJk+NNysnlMTaVV6YrrTpDYn2ySjD0iGxow+1O8cq0EXjXTOB1/CqgjPR7nVCcTvMRjcie9Ka8wLZZZ/mQmHNwJ43IVxx5L704QI1l+Nhk+nuPHU/SFMf2pt93D4deb0VR49jeNlF2RiiPFh0OGnNQu5FDbVJsiccHahyhd8m66GttwhUq4rpDtZBS+h3Ul19Ay2MKyj0HTW8fITVtKdlY/Pa7X4zwrBWfKCnyDu3GkdJJZ8VxEmTsgBUmdU22UwScK1Ey2P+XlXkkwOEBKyiKj/D3Sn9rbn6as7GPjul+LiWEFeKaYRKtT0Rw4+SrJSuSXr5/SrCSW55xgfycMBfNZX55FblIn86VPMneZB4GLuYs3M79Il5H5RbH3O97mfaXZSdj9DRw85B1z35lAotr98Ov90JuNtGkq1Q6Jjf5weiM892wdu5N0O+lTBA8n+7nI7uLCC+agDAQ5/kpLSDbCkiGxfLiCJ1SHsQpV2K+XFPU7O6nN2qPfdU8VK0UONsncMG2JW+GQRzVkREKiS+klW82I+7xmg5wAqKih2WPmzCRJkri690KuHLwA+V8KyPSnG+M8I2vIO547Tu5RFwAioOGr6yd5TSnr1j7Ovn2bWbBgI3v3fdQ4ETS3/C20EmBDiGCcI5paMuiZ1P3Gy3jTo0tLbo35rGZkrCM57yfmFZvsg1SmX0dh7gZS5j/KP75XhxqQeGx3M7d8rYT0XDerryzj8OstqCGL14KKcZL3aeAZLkTSwiVYdjwNG3nXxTa8nt8Zqz9u1cnRI8MU5B7ntb93EvRrKHY3QvSgBZOiGvWFUUiypRNWqtQ51XTse0dEeVfohdCc2FwDCWUjfjrxqRKkKZQlBdDe8ZxpJDJAfcP9ptp9CwuLyWE8/tTbuxMhdG8Jf1cK4UvoT9+58LsI4UWSXBRlPoXbrQdsLH8aeb0Pv96CGggN7gif4zU4tLUeFIn0JIk+RTAnIHN5UjIla3I5+WIzNiTSI/zJgcLKwcW0Zm2LcaeWtFpSvZkMuHrQBhbE9acKl0KNV2WR22YcS7O9naJAXtznNZY/zZQA0Gn505vH4QXdM6Qghjtt3LCF7u4dNDUnk5u7hBN1P7H8aZz+1N+/N25fLEl2ISJGzssEWJeePqY/7X15P1qoLaAakPF0LsGR8io+DYLdS5FDJVdCdRDsXoAa7DMd88aUAL6+P/KVY4/QGlDJCRTx3j1fpCcQQLFfQNkVT0b5j8SCii/R3b2N8HgIxTlkej5ZC58xbjNaoGay/amt/XEAurpfIiVlMSfrf2vaIxDoPY37txgNK8AzQ1hWdhFHD/wAhxHkcdDVei8fXOIzAjml2Um0tIwIh4SXJGk/4dWm6JpqmFjzvpnQ6G+8jLW6FxaYcEZMGJcGQU1gVySS/PCuIQcOBEefrGdHUpAet8ZlfjsrhWJk8Ax7k7l5zxdNdeT9zk7+uup/UUN/r50lT8Her5DuCDCcUct1/RcBelpxsmsYn+Qyslay1YxTEg0tVJuceKTi9GEb46tDCUpk+tNJXpM/cpvQWM+S7HkU3lhI2z3ViICGZJcNiXG7S3H7L0Y+4sbuycXvajRuL4TPlFo7nSzmEFmik26y9JrxaIRGFt0sjju6/NQZb3p0fcMDMUEGt7uUi9/+R0rmPMeRt17FlX0QV9qQ8bnuaUxCDegPEPRrtNT0kp6r/40KKzJQ7AI1IBkn+bSca2lxVPK5ikt56YcnQ6nIgr4TF7O3QaP8ysdNqz8IO6/+XytC6K+XGoBwkCZ+/bdqykqyh6ZDNL7yGYSmp0aHp2mNJh3jTSc+NcwTBUEvj4ucsjVTf9RZWJyNZGSsQ5JcCOE1ftBJkjOhP4WDQUJ4jSBMPHcK3/e56E/6979sBHlMqIK5QqEzoHHLkANpKEjji81sTfIjITFHSFRF+FP5ySu4rLvc5E7hkvdwv/xXVQdDh+6kvWgHC70lXNd3CaD7k8M5jA+XUZqUG8g6LX+aCQGe0/GnwjXzaXs1vjsVFBTTUVONf8+Q5U+M35+O194T04PH7S7lvA1PcaThr3Q2/RYpaiLZaP6UlHsMSXEZQZLFVRejpV9ArU/hQ0VL2V8ziAjKSIofryeVv+5+lasKzMfslGGJ00trwM7igcKQP4EakPB0LozyGsGxmu+YnlPKnGo6D9wYKmf3kzH/1XG9FlPpT01NfwFiA4yRZbCWP00eVoBnhqBn4TzKwbrHKMlMIjPJTs3x7wLmQE4iiYhXU12anTSh5n1notHf6TDa6l5pdhK/u3UdP7p3F0T0UvTK4LTJ/P7D69n8+/04BvQ0ZQcSFw3b8SPolzReHAgaPXiGNb0JYGRqcUtarRHcAVCVAMdSj+GxDVAcFTmfK6fhEz6CqNhCzWdPRTKmOrAzljTFpBWPdtk2Ih7xsGW7yb+ryliVCstLsNtL1jNehlUvZfLXqDv/qwSSOozbnQk5AZDR+BD361MghGaWFKEBEh/i/mltEOhyluD16VNMhPDFXTF2u0tZWnkbcxddHvO5LqzIwOaQQ9k1I+PTS1L1lah3fqGc1577Dq7sA7jShli+4HOsc5fS1+EBToYeIdRYOSgz2LSBlOIdEBrNqR+XPHJZ9ulp6KP0z4lEApLzjjF3kz4dwpbUSXA4Z1zSMZF04onhQJK0qFVQxZoSYWFxhnC7Szlv41NGD54FWYOkOgbG7U+J3Cl83+eiP6Xnuln1tjlUb603tgUR2JBQ7DL/8/F1PPLb/UihH2sSEov8Ci+4g2T6ZF4YCJCjyHSpAlnLZJF3vXE/LWm1Rsl7WBeCip/t+S9yPGs3aZ1vNx3LXDmNACOuZT/Fny0zyZ8EggBBHNjjXj+aPyVyJ7D8afxIoWBXrX4Io/hT5cLP4yl576j+JNkEFI6Mni+eu4b5V3+QofYSkvMamLvoj7jdpaQPNHDTYzdhX5HMyt5KltZdRc++91As+/Bd/R2cyS2mrKNN6QHq/RLXzj1EfU1kVs3RMZ+hM6WTuVf95ykFaqbKn4qL30dvXzWRQZ5AsD+mDHamf3fOFqwAzwxiftEi5hfpYwQ9nnpqT/wkRkTeqJNZueDvdNVvYcWKm4wPQrya6khJGe8HZjob/U0V4dW4ztZBVE0QQGBHIoDgmF3js1csYklaEmVBBTBPE3AgkSMUhgUMa4mb+Bb2z0NR7UaQR1HtpHozeWXJ36hT0/hg5/U4xUiDM2fE6MTROJMpxBMJ7oT3P+KoY5G/POb2riVj11Lbst0mOQHw1/Ujh/4ksubE3bPQJChnknXs4C6+zx+4jW5Ggn1ZdPMh7p/SEZ/xCAd3IH4Pnkjifa7Tc93c/JW1PPvMNn7hu5vOA824jrjYfMNmcmwCzbabS9/xMbzeJpPYtNT0xjRiBigtvZ3SqkuYW5zMC7/1IjQZSfEx56IfG4EZYMLCYZaN00kXPh1kyko/SkrKYg4c/I+o61RjKslopRkeTz1+/0t4PFmkpMSfRmZhYTFx3O5Sli8oZXno8kT86Y2DjQndKXzf54o/RWYyRX/D73IE6bYJPnj9QgC8Az7SGJnUZBdw64ATBxIeoCGBPxX2z8MWKnkPZ/Aoqp0TWfsB2Ja2O8af7BGBkNGYqf40wBCpJJv2fSbjNVKCKVw6uCbm9mP5Uzx3Asufxo8wgjtw6v500afn8M1/fI+G1KP8btsQm7M3U5JaAsDiFe8HMGUGVbdV4w168bq8dMj9KKFG2jbNSYrzf1mwpI1j7f8k0PUYoGfx3FYyH7f/0Cll1diTp2qha6JILFt6N05nHkQF8Zqb/0b4d1gif/J46unu3oGqJWMxfqwAzwwlejWoYzjHtMr0g8svNH0IEtVUn2uEV+McXo0PDzi5DAcBBC+6/Byza/QpgsUpbv7vm9v1pnVjND2ORiAYcHbRklbLtYc+TnuKvsI1r3uVkdXTqnTxiXnfYlP3Rdzcc4Vx/wEpiEPYR818idyuoiIhndbK02QIj0Dgxx8TpNIkwZyLViGe70OKeCwBePd10Xa4h/y7quKKSDw8nnr6knehKTnIqgR28GaFT8JO9JPA9NePR7KOHaxhJ4fFEnrJJIMeFnNoWjN34iGESl/fbtrbnwaISTdORFqOm5bCw3Q2NQPgDXp5q+lZUlvvTriiErlyFUaxw+L1C3GkZOL3P82Ftw1Ts3cP7pyDIcEYCczMDOGYKPpzPXjoc0QLSiSJSjM8nnp27roeTfOwc9fvrFUqC4spZCL+ZLmTTmQmU76scGu/y7gugGCvU6VPERSmuXjhR7vJ0xSTPwUkYgZWJGJtwyYA8gZLGXD14LENsL1c/1Hb6ujix0kvUG5XeE/v5SP3H8p4Gb8/aUicXubOZPlTKskx97UhqQrWliIe67H8aZb60xF1HwdzQw2Pg3oAJ8cmTBkpeXmbjP2r8qtw2Vx4g166M5uQ7QItIKHYYdXqNThSOigaOs7JrvDis0JK4DiCU8uqmTlD5gQdHc/S0fkssf6kGkNV4vlTZKN7cOLxLLEWyMaJFeCZwURGjaNXmQ51BtgUse9EJnadzYQzmeapCvbQydSOhEfWmyoD1O3pQAuOTKuKTp0ddSXG2WXUj8uawnUH76BoYIF+ZT/GylSnMoBroMgkHn/IeYxifz5X911o3F+b0kW+mm1cDj9+gCA/LPo9n2n+oFF7fqaQkOJmIMlIFDky6aPP2E8UOZCa9fTrcPPk8QhKT892Y4Sn/bxilmf+nLTF83F47+e5//s73r4sUosPkLXoWSCIJDlwueaYVmGmCxltWkZ5TowgBw5+xrh0vPZHnLdxq/H90TDQQHVbNVX5VcYKU5iFyQtxKS68qheXzcU8p0rbKI1F03Pd3PK1DZw8eJz61q/gH0olOa8BzfZdXt9+m9HYMb1cYbRgyGzjZP2vIWZdO4xMUdF7SQq9TtE15eNt1mphYTE5jNefLHfSicwCz/GCFjGe+5+ugMmfwl/rka5UEbSN6U+R/XfC/rSoYz39zk52lTxtDLJI7S9FSh4y+1Pu+P0pSBAVFSfO0wrSTEY2UORziDyW3NZU0gPp9IUaC0+nP4GC211m+ZPBqflTVV4VDsmBX/hx2VxU5VfR2/tGwnN9SWoJm2/YTHVbNcvTC6gp+IJRxqXZvstrr38YU0+JiOzg2U57x5aE16WnV+GwZzNnzvtxu0tN/hTpTuCjr2+XFeAZJ1aAZ5YQvcq0JCc2ZXW8E7vORsKpxXMy3LjtCo2qZirNalR0I3HbFfJdDgYjbht5Eh8rmyeyflyTVZ5Y+gtu2f1l47pLat5LU0YNxb0VPFb2EFfVLcAlnHglH9vSdgNwWf86XEIXj0g5iTwWDZW53mJTcEdDm/Bq1GSnK5teGwF7mvdTKicjaxLIQNvIycmHj+7cISMxOdFJ0uOpN+QEIJDUhKf8EFnZy+l+PZXB1grmXvUNZJsfUMhI30Bv31tnRE5mC0L4jfGTDaG6b29QD+BsvmGz6fXPc+Txlyt+wpGWJ1lcfD1FKYV0nPzxqM1C03Pd5C48Qoe6H3euvq219VEjuKNzdojJCIlLNkGjOTRtq/bEPQih1/WHM6BmUwNWC4uzjbH86Vx2J9D9qWvQh9Mm4wtqtDsFgWFzaTvo/pTuNvsTJA5iRNOcdjyhP61t2ITXpvcvfHLJr8hV07i+duUp+pMwFqUkpEnJhh4viZ5/zHbtzPiT/kAqHs9IfyULM+P1pzmpc/j2gm/jS2+iwi3IsQkY41xfklpCSWoJLS0PY0tqJL1cb4Td2PhnzMGd8RF+rNlMb69entfR+RyrK3/H7j0fMV6/ylX3RTxHJ+npa8/swc4irADPLCFylWlNaTrd9WM32TpXiG6S+Ltb1/Hgi7WIXf2A/rNMkSSuXVHAzYsLOPTAEdPtI0+8KgJllKBIQf9cZE1BCxU6a7JKbdYeY/UpXFN+NPcNNFnljnnfZvlwBfvdNbQ6ugC4Y963ubnzKtNKVDROnJT5zHNbDztPsNQ3f8zXYyIrVvH2jbfNh58TrkYWe+cZ24IEebDjr3xRu02/nYbpVo9kvUiFf4gS5o16ktTH3AYibmkzvsQLKzJIKagJyQlET1qykBkrSyZc9w16CVZ1W7VJEFWtjYZDX8CleajvfYSiDVvG1SzU5So2UmvBgc/XPspR6Eno5wKa5ov4f30Fr7DwXaxb+zj79m029U6zsLCYeix/SkykP7lsMp+4ZB5/f+mE8W0tAZlIXLiigCuX5vPff9/Hv2DHFqdMaiz3KOqfPy5/AmhVukb8KSnCn+Z+m5u7RvcnB3bTUAsFheOOBub7SxLeJvq5nAoCwevJezh/qNK0PUgwZnKWn8AZ8afIo7IY20vG8qdsm2Co/R7aNA8dJ3/MxlP0p6HhxAuWbve8hAuasz24E4kQfhob/2zKgPJ6m9i4YQvd3Ttoak623GkCnPl5yxbjpjQ7iXevmUNp1rm70hSP6AbTjb0eFikOox7cgURhUOLJfS3c8+B+U4PY4Wy7ccoLInjS7ScY+sJvTj3GS/MepDl1pH9Iui+Xaw9+AlnTxcGm6hk20VMhNFlF1hRaHV08n74Tx0ABkqZf2ero4m85W/FK+g9BHz6eSH+ZYNQJt2p4CT70fQIEmO8bW070Q4i/ehSPZntsA74AQXyS/nxUVA46j/NI1gs8kvWicT8CwQ+Kfs+qoUURq3dm3tF9GVWOFYB+kswYTuby3g1kDCdT3VZt7BfObtBRcLs/aaRpDge3cPG7L4RxNlk827Dbs8jIOG+UPeIHd2TZZdR+h+u+ASONOBI1eChuSnFh4bsSnkw9nnp27/lISE4UwE9X90sJjzIjY+Moz+FsRJf5yBU8t7sUh+NSS1AsLM4Alj/FJ9KfvEGNnuEABQHZ8CcbEjcNOPjn7lY+99Ae2jSVvyf7OWQP0pVv55A9GLcHTjx/SvPlcN3BO8b0pzDttl6qlQbabHoZEwJanePzJ03S8IembwkE8/0lCT0okngLXolup0WdfyUk1gwtwS/pjxtEZbf7ME+nb8MXkZ0RIMhXS38a40+RjzL1/qTE2XZ2MbY/Rb7iNiQpfN6efn8aGjqc8CiTkspHe5pnFW53ifF+DvuT211KQcFNKHL+GT662YWVwWMx64nXJHEoLYmtOzqxI+GPKNGqJYgm25A1vXHgjqEhLguVQdmQsEkSLzn9LHGc5PFl94IEh/Ne54YD/2b02ikeWMgtu79MS1othf16Rkv0CpRNdbD+5DW8Xv4oQtaozzlgOpe0OsyrU8uHK7iu7xLT83IIO3/Nepqbet6OXZxegCNR0Kc4kBez3YGdJ9Je5qq+87FjZ6lvPkt98/Hh47tF97NqaBF7ko9gFzb2JB9hU98Fce/fiZPMjmQohSrHCn5R+1Uj3dp51UgmkNtdSuWq+4w0Y4/nV/T0rGXf/o8baZrLln6PAwc/T3jVSZJspKQsY2Bgz2m9LjOdQKCb3t7Xx7VvUeHNFBTcGDP1KrLuO14PHsW2ZMLlQ+a66LFLsQKBnnE9h7MDG8uWfp/BwcN4PA14vc1WUMfCwmJGEu1P76ws5qU3mwkOCyNLR0FijipzQFXJ0iTeNaQvoInOIM+4VOYHFByhci6AjtQaHlv2s7j+VDSwYEx/UlQ7c7tWUJNbTXdqs75dw1iSnog/vav7CiOTZzy9FqOvk5A4aW+mLFAUs1+8ki8nTvyhjBoFmUrPYio9i/Hh469ZTzOgDHHUfZL8QHaMP0lR9zNV/gQK2dmX0NX1QtzX4GxhIv5UMf8/yMvbFJN5MxP8yettHtdzOFtYsvi/6eh4Frd7fIvaFvGxAjwWs564TRKzk2j/6BJ++H97OSlrRoPAPkVwX7KXMk3mpKwHfS7wCn21SoLl8zPpOdLHsdzqkbOtBEdz3zQERSBI8+WQ1jEy6vHmPV+kJa2WVG8m7Sn19Dk7Q8GdiKhOlE+0OrqMtGMAr+QzasslJLySjwFl6LSDO+FjDktEkCBvJh9kw9DKhPunakkxo0mdOLELG3/L2WqSje8XPcAt8g3kN6bixGE6/nANeVZHMj2hkZAuMSIuxnP3NkWkGftob3/ctCoiRIDzz3uWpqYHqW+4HyECZ31wZ2IolJffkTCQEK77jntLOZ91ax9nYKA6bkqxx1NP04k3Ge5YQNnS+aTnunG5itFPH+NN8z6XkkWDHDj4RcL19O0dW1i29Eeoqs8a82lhYTGjiOdPf/+Pi3n1tQb6nm5GqMLUx7AwOJLdI6mCHEnm4WQ/ywMKJxSVBUGFttw3T9ufDhW8ZrqPU/UnW5xMldHKyeJl8BQGco3L4/EnR8idIu/LiZNGZxv7k2pM/vSrvIf4SPs7sWHTM6eF3j9oqv3pbA/uTAzFmJwVz6FO1Z/CzYLlYCU9jUkUVmSckj8FxNmfbRXmZP2vTJcbGn9P5arfMjzcYPnTBLECPBazir4ODy01vcYXZZh4TRLnlmdw1C3wBgVOm8zlS/J5cl8LfYpgr6JiVyQCquCJ9ADvHnSiqYLCfYN02QULOqo4nPe6kTe7sGPNqMcVFpbm1GNsL30C5AlMDxLmFamAFGTV0CJeTH+DDnsPH+i8Dpdw4pcCyEI2CctJezNzAvkoY6TbRorGA7mPsi1tN5W1i3EKR4zo+AnwZOarbBxYaZqe5cNvrJa5ImRDETI7zjvB83ufZkF/CW32LvID2exPquHf/J+hhHk4y9OQ7DIioCHZZZzlacb9ejz1+P1dSJIz1KTXSV7e9bS1P2FaFXG7S0lOnh9Vb24BsKDiS6eVJeJ2l8adTODx1PPK8x/k+FNfQqjtvGZv5+Lb62jt+QETqeEfGjp4ysc2U0lNXUl+3tVIko1jNd+JutbcLPHAwc+iL0NbYz4tLCzODOP1p9LsJC46v4T3vH6CHC90OAUXLi/gyX0tNCoafvRFMZtD5uvvXcnrvz8MQcFyFCQk0kbxp3hBldPyJ8bnT0GCKKHjCx/HcUc95f7iUf1JQjICNqD701H3SaqGl2AXI2Pbw//6pQBCaDETvBL505AyzB0L/pvFg2UcTjlJUAsYmUmWP00PU+FP4fHe3v5kTmz9BkJ1YnNIXHTbiQn7k2/owAwaeT45ZGddSn7+NQQCfXH8aQRN81L91ofQM50sf5oIVoDHYtbQ1+HhwW/tIOjXsDlkbvnaBpOkRPNGXTfe0KhPX1Bj5Zx0XjjcbmrG3NjrobBb5ZUndtCSpacMr/bloAYWcNmBT7Ivfxfr29aNjELHvPojECTLEtmKxEmlm8eX/nzCcmI0FQytRoVXdy7rX8cd875tSkXODWTynfpPYQ+t9vwl9ym+2Bxq0oeg2n2I1Z4lyAnSjyOnUSBGRsVHIhAs9JTxSNaLvLd7k7H9j7mPG8cYXi3zSj72J9Xw6qHd/Pzqn7OtaRsvHfgD+0QNdtlOYUohALZsN/l3VeGr68dZnmaM/gyfBHURcTG3/PN0dJaSmbkxbqM6Pf117MbC5xrHa+8mN/dy43WKHtN9qvT27mSovQSh6kKqBuBw9Qukl/ti9s3Ofts5tSpYWvJhCgpu4OTJX49j73AmnzXm08LCYvo5FX9q01TaHIDA8Kc+VB7MCnD3ZUtYXplHS00v/UoHLZm6P6X5cigeWMgNB/6No7lvsrBjDUUDCxJmzCTJnJ4/hRiPPy3ylPO55luxoeCVfPw951mTPzXb2ikM5iactuWVfBx1n+S/Gu7ELuym5slG+ZcQPJL1IgWBbC4ZGCnXGc2f7rrs8wS1IJfLNr627Ws859hh+dM0EulPk+lOmubB01lp+FPQLxL6U2rqqoRZ6WdbcAegoOBG0tMrqav7xTj2DpexWf40EawAj8WsoaWml6BfPzEF/RotNb2jCkp0bfnVywu5enmhuZQLOHiyhr+t+i5BxY9NdXDzni+S5sth0cAiFg4s5HmnnyJG6tEBU3DnslQFmySznCweC2aa0oYnSvTqzvLhCp7L2GHcZ6uji4/N/6YhLDd3XmVakWp3dPO9zPv5YvNtJpkSCJ5Mf4VWR6fxOJHZOZE4cfCRjnfhw4dP8uMUDlNgKLr+vdXRBSpsa9rG/x3+P4IiSIE/m+XDFfzXU1/jF+++j5LUEmzZbkNMwkTWImuaF4cj22iklihdVpJsCJFonKRETvZlBIND59S0rcjmfmbp08d0n6qoZGSsIznvJ0iKD6E6kRQf7pxjUftsoK/vrVBw59yRx57eN3A68zhee3fc64uK3kdz84NEN3K0xnxaWFhMN1PlT03DTXH9qWhgAUUDC1ARaIi4i05JMtPuT0fcdYa7/Gv7DSZ/2pt8jD8mPzGqPy30lBmPYcOGn4Apw8eJg/d2b5qQP73R+gbXzruWO5+/k4AWmGZ/ktFXGVXC/uTzd51TJfBhfwIm1Z1k2Y0759i4/El/vc8df2pte5yDh74QN6OsuOh92GxpnKy/D3OPIsufJoIV4LGYNRRWZGBzyMYKVGFFxqj7x+3NE9oeybHAAWOKQ1Dx05JWa9SHt6TW4M3bSXu7OYsHdCFIcg1hk/TjcGBj+XDFaQnK/qSamNUdwDjhh4Ug/Bh1zmZTNtGe5CMccdexx32ESs9i07Fe2Xc+Dux8oPM6vl5yr/E4PsnPI5kv8I6et+EUDuM2Tpzcl/MwfbZB05hSiK1/B3hg/wNoaBT4s0dqzFt9PFX9GE32dq6ddy3rC9abbhM+CYZPqOnpa2lt7U74+ugjQRMFdwAEnUYWiYPk5LkMDR0Z7SWfFWRnXTrqlKrI5n5m6RsJ/JwKbncpF7/9j8yf9yZ9zal0eP4Te3KnaZ9AoC/ib3JuyAlAc/NfaG7+G4maJNptaZiDOwrJyV+xGi5bWFhMO2fCn5pTj7E7byeVcfwJOKP+VODP5vzBSuO2AmGUdY3mT9GBm6+X3MtCTxkf7Lz+lP1p87HNPFrzKKpQz4A/RZ6zI/3JjsORg9/fMvqLPgsYrz9NtjuFs6iqVi+krdZDc/8dlj+FGC3bu7llM/Pn3YXZrSx/mihWgMdi1pCe6+aWr22IW0N+OoTHIHqDXlyKixVz1+LrELRETIJozN1hmgQRZn9SDWvUFTFCkYho0Ygm3upOgT+bX9Z+Dadw4JP8fGLet4ztt7e/07QClRPI4K6WrxorTJGEV5lcwkl+IDvmcZ7O3MYF/ZV8sOM6o8nftrTd4xau8MjQ6FW0Q7vf4rmMHWw+tpnfXvVbQ1LCqbCVq+4zJj85HMVANx5PvdG0DjBSZs1C40LTgiSuZfaTk30pHk99xMSC2YcsOykouDGhoGRnXcqiRf9pSsOe6FSH0XC7S6lYWgpL4eTJD1Jz/Lum60cb7zldaMgcZgm9ZJJBD4s5hDwtspR4AobH02D0RZAkOytX/JaTJ13TcEwWFhYWZqbLn9aUr2Ugyp/qZ6A/XdBfiSNigMWTGa/QYe8xgivRhP0pXuBmX3IN29J2n5Y/qUI/l4zHnyLLiCJLsSbiT2MToLDgBuobHgj19pmdjOVPebnXUFHxecOfJtudwvebXwLplj+NCyF89Pfvs/zpNLECPBazivRc97jFpL5rmKvuecVIMd5618Uxq0+gd8j//YV/4ZVD21hTuJanXhlim7uLQP7OhJMgwrgHirhzyXdZ6iszS0do3GfkvwWBbNP0hDvmfTuhpERuv6C/0lgZcgoHF/RX8nDO8ywfrjClBgckPdUxnpwEUVEJGuIRnQkUftyHc55nW9ruUSUqmnD2UJjMhUUE21VsqkJACZqk7cnaJw1BiZcKq6oqqtbGzl3/agRxhBAI4TP2ixQar7fZGA8aj3AHfq+3CZermH37P0Mg0D7mc5pJzJt716iNEbu6X8Lr/aghEpErR5F15GPVlo+n9jwvbxO1J+5B02aO8O1kA3/gNrqlkaksWaKTD3E/6zhzZXrtHVuQZRfz532RvLxNOBzFnDy5+4wdj4WFxbnNVPvT4uI1vPLSMNkMcnSUSVphkgaKuXPJ/7LUV677hj3Kn8BIaigITq4/xdzO3mkKrkQS7U/xAjfj8SchYvupTNSfVqQXxLhTYeG7ACbkTy5XMf39ezlee0/CAE5D4+9ZXXk/Xm8TgUAfx2vvQdOG4u47UxnLnzq7nqei4vNAYneC0f0oMqA2WoaJ5U/jx/Kn08cK8FictbxR140noK+KeAIqb9R1xwhKfddwxDjQEt6gjWzgahxs7VkNOTtGnaSV7sultG09z5U/Zr5CMv8rCSluffjppCO32btM5Vk/LPwDR9x1xtSISB7OepanM7eNK3ATr/xqLGRkNDQcioPHurbwavkrrPAsRC5x09o/cl/h7J3RUmHV4CFTXXmY8H6Fhe8yBTPO2/gMTU0PxoxXDN++q+sVAoEekpP7Zl1wB/SaefOUjFhaWx8lM3OjcTm6/n6svjweTz07d10/au25x1NPe/vTaFpYRhX0mvEzN5VjJxu4h8/HbO8mi3v4PHfx/SmXFLd7Hh5PbcSWcGRXf/8ND5+IuU34tQSM8awWFhYWM4Xx+NOhY93seLURT3UXWrCE3bTxTLKfd+NgYcca0yStBR1VMY+R5svBPVjIc7lR39GRQRAZJE2edH866j5p8qej7pN02HtieuoEUfly6Y/psPectj8lapYb15+GF5KzqJjWNrM/jVVGNBF/yszcSF7eJupO/prm5r/EHFfYnwYHj4xa4jSTGcufNM1neg3j9S4azZ/MAbXEfXssf4qPy1mC19cQscXyp8nCCvBYnLVENwlcX55lur6+a5j3/PAV/qXbbmqgDGBH4rquJZz038nx3DdZ3LGWooEF9Ds7aUkbmRbR79TraRXNhionHnsoZJGwPnwstqXtNtJ+fYw068sPZJvKs+yajayWDu5Tv8VixwW8PbjJkJc3Uw6eUuBmPIjQfxISizIWsa9rH60OH62O16HfvG9Q01+j0cqIFNsSUxlW5ApUvJTZ8PjPeEiSI27gZ2ajEFn6Ex4hKUl2yko/DhDznAoKbhz1HseSwr6+XaNeHyk4I6iMVqI01WjI/AF9AkrssqgMQuMP3MYadk5purE5uAO6nIw0S2xu+RutbY+zbu3jof3r2bnrOkO+j9few3kbn7YkxcLCYsYwlj8dOtbN1h++hT3CnexIFKgSAigaWMDVB0b8KXeggl5nB21pJ0z+lOrLNmfsxEHI2pT70+rWLI57j/JX5+/5QOB2w51+UPQA+5L1x5pKf5IlmZU5K9nVtmvEn9rM+wa14Jgl2KfiT4jo87juILPRn/Qm0iMuHu1PwWA/TRHBLEmyj1mKNf4Fyfh9eyx/Sow5uAOWP00eVoDH4qwluklguiZx+PUWo/78jbpucrzEBHcigzhlAwspG1hIv7OT3YXPs7PkKVQlgE11cM2hj7Flya8JKn4U1U5FexU1udUJRSXu9Klx0Oro4hPzY28XKTx+fNz88BEyOjSgHVtJK9KaEXnJD2Szj/EJ0akiEOzr2pfwepfNRVW+voo3WiqsIuezbu3jcWvIE32JZ2SsM63QSJKD+fM+Q0/Pjhm68jSySjGCTFnpR3E4cjhW898x1wsRoL7hflZXPkBD4x9CsqCwbOkPTNk78RhLCtPT1456faTgzBQOs8SUVhyDJNNNDofFEpZyYPoODNDlJHIlykNf3y5gXiiYNrKyKoSP9vanKSv72DQfo4WFhUV8Iv1pWVoSw0f76KuQjBKvXbtaTMEdgAACv6OLE6kNhj9l+rNoSasFanhiya/Q4viTpCogawgp+pw4wlT6k6b6uP6Jo4hhDVuJYnInu5ien0ma0NjVtitmezjQFPYnt7skoTvBqflTQcGNNLf8zbi8bOkPECJAW9uWs9KfWlr/gaZ5kSQ7qysfGDM4MP4FyfhBNMufJorlT5OBFeCxOCvp6/AYzQTfvWYOfR0e/vJfO1ADGopd5n1f38D68iy+7wL/sMCBhKxILLslg8/UfgE/PmRN4bqDd5DizzTGgIYJKn6O5r5pbFOVACX9SyjrWcbzC/6oB6DjcKpZNPFuFxae62vnc8XWo6QPj3TnV7uOIYI+JJse/BnvatdUYJft/PvqfycvKY8fV/+Y4pRi3r3w3ZSkxqbCNg408s+ef5ITfAdlobpyYMwTsF6q9bQpbROg9sQ9k/tkJpHk5MWmBnsV8z+P01nAgYOfSXgbIQJ4vU2jCl48RguojXW9x1OP398Vamrtjb7rM0YvmZO63+QzIpjhCSdNzYfw+7uRJIdpmkntiR9bqcYWFhYzgvquYWNh7IrS7Bh3Ss91s3ZtIVtfbsWORADByqvKkCu8/L76i5wI+dNlx/6Flyv+SlDxI2sKmqxnLET7k1BUNtbdQL+zk4MFr426SDaZ/vRLvsXH35xPsOsYhPxpJrkTwOfWfo50Zzo22Wb2pwg/AmgYaGBXyy5cfheV7kpSUuYa1411XsnM3EjV6j/T2vooBQU3kpm5EY+nnsNHvjYlz+n0kUhNXcHAwF5jy8T86alJ86fogFq87B3Ln04Fy59OFyvAY3HW0dfh4cFv7SDo18Am8bZPr6K7bgA1oKf8qQGNN7c1UZSfzAMfXs+exl5KggrLK/N4uOkJ/OhZIJqs8sTSX7Cy+VJTcAfApuo15jU5bxoZPB7bgP6JShDcmQrabJ2sfq4NMWx2IjHcydAL30TOXkCX9xhti3oYNQd6ErHJNiQhERABFBQ+uPSD5CXl8aVXv2Ts86eDf+KRdzxCSWqJsa1hoIF3P/FuvKqXP7X+ic03bjZdPxZud6kpit/S8vAEm9mFX5/Eq4gg43AU4Pc3x702yT2P4ZiSnXiIqOkJNjyeemqOf3/UW4VXiOLViY/FWLcZq/ZcT9ueOWTQM6n7nT7xVhUBFCpX3QfAwMDnGBjwIcsusjJHRrdqmnfcI1nH0wzbwsLC4lSIbK5sVyS+uaLc5E77d7ezvDIPqdPHxbcv5UBNN2vXFrJkQRb37/47wQh/emHBnxCyMC6jKSCrcf0J9J4806QpSJrgxufaCQy0zxh3An1BTAhBUASxSTZUoWKTbaP6U8NAAzc9dhPeoBeH5GDpkqWUZZRN6HEzMzeaMoH1rJPJ96fRR4EnOodGo5mCO5LkIBDoPWP+5HaXmgJqYSx/mghT70/nmjtZAR6Ls46Wml49uAMQFHz517u46tJS/OiZOgEEh56t55AKil1i/fXzmL86j/RcN2pNOUJTkEIrTZqssnfOSyN3rilUNF3N+o7VpPlyuHnPF3kz5y1qireyvfwxFNWOrNrQlMT9eCaTJQ2CnIH414nhTtThTjKAJQ0yB8umR1LmJM+hbqAOABWV+/ffjyKZT25+zU91W7UpgFPdVo1X1Vc4vKo35vqJopdt2UedoBBJdvZldHW9kOBaibLSj4XSf7+T8D7GF9yJRgaCprrweJSVfpzi4lum7cTk8dRTV/eLiNTiM1cvHo/FHCJLdNJNll4zHo3QyKKbxRyapiMSCd5vKl5vE8PDDRD+8aN5SUlZRE/vjgmNZB2rWbaFhYXF6RDZXDmgCn5QXccHceJAwo+gzutlf2gBLexPRRl62ZbqMftTOLgD+gQpb9smKr2prOlZYPhTbdYedpY8Ne3+NBPdCaA4udjwp6AIcvebd4/pT9Vt1XiDujv5hZ/q9uoJB3iimUx/ysu7nrTUpXR2vkRv32hNe8cT3IlzK+Efs1eQ5U9mZrs/ZWZumJA/nYvuNI25BhYW00NhRQbY9BOyH0EtQaQUOw9mBdiS5OeNZNX4rlUDgtc3H+fBb+2gr8PDVQuXoTZ/FKHpJ1SbZEeL+GJWFIkNJW/TV5qAVF82fjUZVdG/lFQlQF7n2tjzlIj6d5LIHJzc/SaDsJxEokY18XPIDqMfT5iq/CpcigsAl+KKuX6iuN2lrK58AEmyj7pfRvp6qlb/GUV2JdjDRlnpx8jOvphjNf97WsekM/K1qx9b7IqWJCksqPgKZaUfJy/3GqpW/5mKii9Mq5xs33GNqS5/piGj8SHuByQQUa+h0Gu4P8T9U9ogMBp9DG70+01Bkuykp68FHMbWhsbfU7nqPpYu+d64ZSNes0cLCwuLyWJ9eRZ2ZSSg0S0L/pThZ0uSnwezApS7XMYC2nj8KYwkQXLhVi6vukhvrIzuT45gismfFrSvS+xPk8hMdCc4NX+qyq/CZdP9xSE5qMo7PXeC8flTUdH7KCq8eUx/ys15G7UnfjJGcGcyUSgqeh/Llv7IOD7Ln8zMNn9yOotMW9PSVrJxw5Zx+9O56E5WBo/FWUd6rpu3fXoVX/71LmoJ4nfJXL28kKuXFxoNA1/56d6RLB8g6Ndoqell8XmFbP3Eh9l6dD0D8lsc7Wzln+0PI8khoRFBbBkNQDmgN8BzDc5DUe2oSgBZU2jN2xGb0Rs1Nn2y6EmZ3P2mCrts51sXfIsXG16M6MFjzs4pSS3hoese4pFdj/COte84reydMJmZGzlv4zP09u5Ekuz09LxOZuZ5HDr8ZSOSv3Tpd42TQ3vHFuO25WWfZGDgIF3dr3Ky/lfUN9zP6a/C2Ckr1ScX2O0ZpKWt5K3dtxnNoWXZyby5d53xemJ9nOfMagoYj3Xs4C6+zx+4jW5GGgZm0c2HuH/KR3zGEkDE/BhROXDwM6xa+Qdcrpvxev8E6KtQXm8ThVG9FEZjrGbZFhYWFqdDaXYSf7xtAx+8fwcBVeC2K9x76zoaez3GsIr9j584JX/SCFIvHeWV5GKWBhQO2lWc/hKTPx0p2J7YnyaR2eJOMLY/laSWsPmGzXoPni4Xc1LnTMrjhv2pvf1pAoFeAOobHjCmcpWXfczkKZH+VFz0/lBWcpADBz8PnH5WVnnZJ/H7O8nMPA+fr5XjtfeYRp/Lsot5cz9t8qeCghtO+3EnQmzmzsxlNvlTyRxzE2Wvt4nMzI3j9uRz0Z2sAI/FWcmSBVn8+EsXGo0CS7OTAIx/i762gdq32tnx+AnUgIbNIeuZP6F9Ni0v4KZHf4NX9SJhQ2ggyRpCs/PXaie322XUgEYAwbKAwpFwt3dJjZWRMUaAng6HSiQ6UyFrIH46ngZ0p+r7nSnssp1fXvFL1hes59p5146675zUOVyYeeGkCQqYa6fDJ/v09MqYWtzMzI0sqPiKMYGh7uTPTfcjRCAihVShuOgWmpr/PMGjCXCy/lemFNHo5tBnOm3U46nneO09Y+w13lr5qWcdO1jDTg6LJfSSSQY9LObQtK48jZD4dWlvfxy7/WL8/ofHlIxEteJjNcu2sLCwOF02zs/m+c9eGuNPYW4Zw58uKMrkQy//Gp/wATZdRGQNm+og/aUMAk6JZ+wB0lWJK7x2Np8Bf5rp7hSenjVefypJLaEoqYjdA7sn9TiiexsWF98S9/wT7U9mNwqi/9wMAg7yci8nKak8xrHG4mT9bxAiQGvb42zcsIW8vE309u7E5SrG62064+fE+OPQ42H5U3wSvy5ebwPgBHxjBmji+dO56E5WgMfirKU0OylGTMKk57pZfWUZ81bnGdO2wuM/AbbVbDf6wSAHWdJzA0eGXAx6yxgMZJBxUymVLjfNrUP8Ze8LIzXj8VxgCv1AyBIPXCHzH5s13aEirgsPGnzgChkhT7+k2CQbn6r6FJeXXT4p2TiTSbyGeT0926k5/r8kOsGER2qGRQKgpfUhNM2HJDmQJCmmKWF0t/8wmuahru4XlJffYRIoj6eelpaHp/wEFD4BpqZWGZfDUyB6e3eaVsXioQe6Yp/XmUJGOwOjPOORWNry8q5n8EQf5WX/jixLCYN5Y9WKn0qDSAsLC4uJcKr+1Nfh4de/exjfXP0cIslB1g6+g9TWZAr755Hiy+LuTfNpyVLwH+vnxSN/PiP+NJPdCXR/+veqf59x/pTo/DOWP5WV3k5y8nzDbTyeeuobfjuGP0X2ZFGM/4/0p3AGbNhpwsc4lSTyJ7+/a1yZO5Y/JSKxP2Vnv52BwWyKCgspKLgm4d94NH8619zJCvBYnNOk57pNgZ0whf3zjbRhRbVTdWIVF/iy+V2qD79L5vyVBZRmJyGOdeM9NHwGjnyENxbJ/PAmuPVZzdQ0sDtVF5Q3Fp2ZVltBESTLlTWj5CQRPT3bqX7rQyQqwQoHdyKnTERO6RLCz/x5X6S/f58pTbm05MPUN9wfEhMZSbIZJ/bmlr8ZK1Fh4ZmOJnDRj+N2f4Gdu75nXK5cdd+YIz1nkpzMVCTJztIl36On53UKCm7Ebs9nYOCjoSkQbvLyNsW9Xbxa8XNJSiwsLGYH8fyppaaX/J65KKUj/rTo+AoyAnlGts/yyjyWA8e7VJ62D52Zg2fmuhNAQARmhT95PPW0tz9NzfEfksifZNkZ0+A4ckpXYn+6jfqG3yJE0Lif8G0i/QmYtga6o/uTK2JRL5yxFIvlT2MT6U+RbRXqTropKLgm4e0sfxrBCvBYWMQhtzwNjpu32ZH4XFUZl1w5l9LsJOq7hrnpb3/BVjQyOUDSZAr75oIk0ZpWiyZPT5rjG4tkdi6QWNIgyBzU68YPlUhnbPUpTGFKIaCP8axuq6YwpZCWwRaq8qtmjLh4PPW8tftWIuVEkhSWLvkBPl8rMFI6FZn6GV3Tm5e3iby8TXR2vWhsAyJWoDSEUNHHZYamtEWcgCbzxDTaOMjox/H7njFd7u/fi6aN/r6VZSdCMGamz7mKJNmMgGC4LLCp6e+MTIFI/Pc9F2vFLSwszg4KKzJQ7ObAiFBh3bVlJKe7jFKuB7+1g3rnEXYvfdHYL+xPPpuHrpTmaZlOPlPdCWa+PyUqSZpcfwoHSVR0LYn1p/D/R247nR/1p+5PXkZ+VifuOWT50+hE+5O+mDq+v6/lTyNYAR4LizgcCxwwTXZoSaslqy+PGy6fR3q2fuLZevQAStFvICKIIxA0Zx4PX5hWhCxN6zjPSBQU1DirNy2DLTQMNHDTYzcZYzwBXDYXm2/YPCMkRS9JihzNqLC68g+mbB2In/oZrul1uYoNIYis8w331hnB/BpJkt04AU3WiWmsTCCXq9iU+hwI7kKSnEbjRJ3RV5iSkxezoOILnDz5G7q6Xzql4zybKS25Peb9o0/RGruG/FysFbewsDg7SM91U/p+gbp3xJ9aM2qZt/oaMvP1jsWHX2+hW2rniaW/QJj8SRvxp2nkTLoTgCIpMZOyYOb7U2SwI0y8bGeYen+arB/1p+NP4x0rn5y8mNKSWzlw8HMxz8ki1p8m4saWP41gBXgsLOIQHjvpDXpxKS4WLS4gdUkbR9R9tNToKygD4iiSPPLlrDdijojqnPkFoGlDkiQckgO/NhIYsMt2ClMKqW6rNskJgDfopbqt+owLCugn7EiWLf1BjJxA/NTPcP13tBCEt+flbaLm+I8IB0z0WnMZTfMaIjTZTeBGywTyeOrZvecjURISYG75F3C5cowTZ/R0imgGBvbw1u4Pj0tmzkXqG34Xk5IO4HK+m6KiYgoKrh7173uu1YpbWFicPVxQsRHXQd2fnJKTVRuLeKnvWYpFMS2DLSwoWkZb5gm0CH+KaYRzDiEh4ZBnnz/pP7wjy7ltcYM7MPX+NFk/6k/Hn1yuYnbv+ciYfXgGBvZw8JAV3ElEtD+53aWsWP4rDh16gCVLbh3z72v5k44V4LGwiEN47GR1WzUF7gI++fwn8e/zwz79epfNxabsryA0G5IcTsWcOZ3xp5ugCPLuBe/mRN8JKjIqeOjoQwS0AHc+fyf3vv1eI1gWxmVzUZVfdQaPeASvt8l0OZxWHE2iVYTIkeKa5qG9/WmjabLbXcr55201TckCEorIZJyYIo9TkuymAFa8FTdwkpt7JSkpc40tqyvvZ+++fyMY7En4OOd6Hbkk2dAbP8YGwoTwm94HHk89O3ddH1FDfvU0H62FhYXF9BDXn9pHzhcum4s7l32ZlwbsRqb0ucxs9Se3u5R5cz9NzfHvhrYE6e/fGzfAM9X+NFk/6iODVrLsMmWLjMefNm7YQnv709Q3/AG/vyXh44g4GVvnEhP1p337P46medi3//Up7bF0NmEFeCwsElCSWkJJagn/OPoP/FE/Zr1BLwNqB76OK3DlPwVEZe+cgzx09CEA3mx709jmDXppGWwxZC9eDXm4vrwqv4qipKIJP+5o9dLjISNjnZFiC1B74sdxJxzFy7CJN1L8eO09pttHjxkNb5sq3O5SKlfdx1u7b0WIALv3fMQ4IZqDP07mln+ajs4S0/HoPYlus+rDx0CIIMVF7yE9fTUuVzGNjX82NYiMxGr8Z2FhcS4xlj/1J/ewruFqtpc/pm88R7N3wpyKP0W606lm85yuP+XlbTJl/M52fwIQQpj+DTMefwJMWUcW8Yn2p9HK/S1/OjXOaIDnbW97G01N5tXzj370o3zuc587Q0dkYRFLVV6VXn4kzCtQby/fyJadLoT2HJIcwCbZCY5VsiI4p0q3YKRRIEBhciHrC9YblyPry102Fw9d+9CE7nsyJk+53aXMn3eXsQqlad6EJ5DoVaJ4I8WF8J3xE5DX22QaKRo+nmjJcjiK6e7ebdzO46mnru4XVnBnnDQ1/42yso8Zf+vIAE9a2krj/63GfxaTjeVPFrOBRP60cv56hl5JZZf6NEHFj12yE7D8KYZE/hTtTptv2DzhBTLLn2KJPKboYxmPP9XUfB8ruDM+wv4E0N3zurFdlp2mKaOWP50aZzyD51Of+hQ333yzcTkpKekMHo3FuUR91zBv1HWzvjyL0uzE77s5qXP49oJv4832Upym15AXOJZy6+/eQHOewN/0YT7xtiwWFWTwlX9+xdQsL9uVTZe3a+TOIuXkHJGVA50HuPP5O00iEl5tiqwv9wa9VLdXU8r4T+yTFdnPy9tE7YmfTPgEEluDrhPd12e6iT4hulzFtLQ8bKychV8jVR15ryaaiGExGqrxnosu9evv34vX22S85uvWPs6+fZtZseIma/XJYlKw/MniTNDX4aGlppfCioyYMenRjOZP9uxaCk/ezjuuzKC0MN3ypzgk8qcYd2qrpmjuxAI8lj/FEi+YEJ3lZPnTZKEaU9AiA33z5t4FYHJWy58mzhkP8CQnJ5Obm3umD8PiHKO+a5ir7nkFT0DFbVfYetfFxujzeEGfPEcelfMrURQFgN+8vhOl9IfY5ABCs6MFvsU3Xv+GSU4cssMsJ9FIIARIZ7GkuGwugBgRCQd4TM2sbS6q8qroHOgc9/1PVmT/VBscx9ag60T/2J9uIp9PZOO/0Vbp4teXW4yGJDkSTEFzGWnrka+5w3GpJScWk4blTxbTTV+Hhwe/tYOgX8PmkLnlaxuMIE+iwE8ifxJygCbNzlDQ8qdIZGQ0tFH9KcadTqEnj+VPsUQ/F4htAm350+QQ6U+R78O0tJVxX3PLnybGGQ/w3HffffziF7+goKCATZs2cfvtt+NwOCZ8P5GR1LOd8HM9l57zZLO9thNPQH/9PAGV7bWdqFom1/xkmxH02fKpCyjNSor7ekuuWiRZTyeW5ADNwW2mJnhXll7JC/UvmB80zorT2SgnoMvZJ1d9kstLLwfg57t/jlfVJ5JV5lQar2VRUhEPXfsQ1e3VVOVVUZhUSCed435vOxzFrFv7OH19u0hPX4vDUXzKnwuHo5i8PH3laCL3kZ19hakGXZZdpKZWnfHPZ/j5tLZuNq3SdXfvoKCgGI+nnp6enahaCqqqomnneBOEU0CIAMeOfY+ioveRmbnReC/6/V3Unvg+MPKa5+beCFjf2+f6859MLH+aOJY/nR5NR7sJ+vXR5kG/RtPRblKyCujv9PC37+wyAj83f2UtaTluy58miCIp/Ortv6J5qJmqPD1oE8+fot2pKKlowu9ty5/iE/lcLH+aOoQIGv4U+T7s69sV85pb/qQzkecvieguUtPIAw88wNKlS0lLS2Pfvn388Ic/5O1vfzvf+c53xn0fqqqye/fuqTtIi7OS1sEgn32mE58KTgXuvjKHQ50Bfrazz9jn39alc1l5/PTjdn87Xzn2VQLCj11y8Pm8T/PDth/jQ68lr0ypZOfAzul6OjMGGzZuyr+JtelrATg6dJSFyQtN/5/nyDuThzglqFobAf92kCTs9g0ocv6ZPiRAPy6f71n8/ifRR3I6SU39AQADA58DfICT5OQvMTT0bayxnadOcvJ/YrctA/TXPfL1TU39wYx5T8wUKitHVvQtJo7lTxZnAm+/xt6HB9CCINtg5btScaXJdBz1c/zlkQyG+Ze4yV0YP9ho+VN8FBQ+V/45lqQsod3fbvnTGT4mNXgIgQ2P5+dAEMufpg7LnybGePxp0gM8P/3pT/nZz3426j4PPfQQK1asiNm+detWPvWpT7F9+3YyMzPH9XhhQVmxYsU5I4uqqrJv375z6jlPBfXdw+ys62FdeSalWUnUdw8nzOCJ93o3DjRS3V7Nct8C3A/20iJ3sC19N3/MfwK/du41WbNJNn759l+ytmAtjQON3PT4Tfg1Pw7ZwebrNzMndc6Y92G9tycPj6eeN3Zea6yMSZKdlSt+S2bmRurr76P2xPeMffPz301b28QaXFuYyc25mmXLfmxc9njqjRUpt7vUem+HCL8OVoAnFsufph7rc3j69Hd6aKnpo7AinbQct7EtUQZPIn/adWIHSzrLSHs5QIt0jvuTbOOXb7P8aSbg8dSzc9f1ppIry5+mlsKC97Bo0cjihOVP8ZmIP016idb73/9+rrnmmlH3mTMn/hdVZWUlAPX19eMWlDCKopxzf/Rz8TlPJnNzU5mbm2q6vPWuixM2Xo5+vcsyyihW83jrp0/zz5Qalg9XkB5IMcmJrMlosjb1T2YGEBRBWj2tKIrCC40vGK+DX/PzQuMLfHj5h+PeLt6YdOu9ffoMDFSbGtcJESAQaMXvb+JE3Y8j9nRQkH8DbW2PYU1/OHWSkkpN79mUlLmkpMzF46mnvf0RUlP1dHvrvW2RCMufpo9z8TlPFpn5KWTmp8Rsu+VrGxI2X45+vYvVPGybi2mmmR3Jlj8FNcufZgoDA9Ux/XRG86fMjI1WgOc0KSx8h+VPk8ykB3iysrLIyso6pdsePHgQwGoaaHHGKM1OGnWiVjS1Rw9zR9m38cl+nJqDbzZ9Epfiwqt69bGf8hhjP2cB4YZ/4yFypOd4ON0x6RaJ0ZvXOYgM2kiSPWY0qcv5HlyuIvJyLzeN+bbQkSQ7SUnzGBo6ErFVhqjPRHb2xTG3jR5Dm5z8vZh9LCzCWP5kMZtJz3WPOVUrjK+un2bauWPeiD/9V/OdZ50/SUgIxlcoYfnTzCCy+XQkifzJ72+b7kOcNUiSQnraWnr7dkRuBdNnwo7LFTsBzvKn0+OMdYV66623eOCBBzh06BANDQ1s2bKFr3/967ztbW+jqGhio/4sLM4U+901+GT9B7RP9jN0noN7L7+XmxbcxDdXfQ2nFqpBjz6/z6JFqVuX38pvr/ota/LXjLlvy2ALAJeXXY5TcQLgVJxcXnZ53P3jjUm3mBzc7lIq5n/GtO3Awc8hSXZkWZdwWXaj2CrYuet6K7iTACEE5WWfAOzGNkmykZq60rRfvMkf0WNo1eChKT1Wi3MDy58sZjvO8jQOpB43+dPwZe7x+dMs4sPLP8xn13yWq8qvGnNfy59mBuFJWkWFN5u2J/KnupM/jdjLQUw38HMYISRyc83v3wUVX47yp4AxLj2S9vanLX86Dc7YFC2Hw8GWLVv42c9+ht/vp6ioiJtvvpmPfOQjZ+qQLCwmzLr5G3Htc+HVvDg1BynbA9zZcide1csW2xZ+dv6Pefzw4zzWO/LjWRISF/ev4dWM6nFnxpxJLii+gMLkQi6Zcwl7OvYQ1ILGdVeVX8VLDS/hU32mUZ0lqSX848Z/GKnD4bHoYE4pPt0x6Rajk5e3ieO1dyNEeCVU5eChL7C68gG83iZSU6vYs/cB00pVaupKBgcPIkQw/p2ecwQ5cPDzSJIg3LFOCD8DA3uNPRKNmHW5ik2XJdnKrrA4fSx/spjt2LLdXHrLO7j3pQfxCh9OzUHSix7urB3bnyQBmnwKUZ84k7gmExmZZdnL2Ne1z9gW9ieA5+ufPy1/inSnuKPSLX+aNNzuUsrL76Cl9R/j8KeRCXAZ6aujslXOdYIcq/kf05ZjNd9Fb1qtE8+fPJ56jtfeE7GPC8W2ZCoP9KzjjAV4li1bxt/+9rcz9fAWFuOmcaCRf/b8k5yBHMoyykzXlaSW8OeKX7PtpedYPlzB/qQavOrIikqb0sUn3vZvPPPYC/pKiwAhCV7O2IWMNOXCcSpcXX41T9U9ZVw+0HmAO5+/E2/Qi0N2oEgKqlBx2Vx8uurTfLrq03EDOSWpJabLEJtSvPmGzWy+YbOphryTmSUoHk89vb07ychYh9tdeqYPZ0K43aWsrnyA6rc+RHjCgxABvN4mCgvfxeDgCbxe8/dwZODCIkyQROMIigpvpqDgRmMFKvI9Ep3VI7SOKTtCi3MHy58sZgMNAw3satmFy++Ke315aQV/XvCbCfuTCDvTRP1pil1rTf4aLppzkSnAM1n+FM+dSlJLLH+aQk7Fn6zgTjyiF7JHgjuJ/Cm6FK687N/p7rYmaU2EMxbgsbCYiQS7PPjq+nGWp2HLdtMw0MC7n3g3XtXLn1r/xOYbNxsn3fC+pXlzSR4+HxHQwAcuWc/oCa/IFPpz+OGcb/Opui+iSiNjFDXE2MKRSGDGKzanEEB6pu4ZnIrTWFUCjDRgv+bns2s+a9o/XiAnETEpxW3V3Fhxo3F7VZ1ZYyaja4A3btgy6yQlM3MjVav/QPVb/woEkSSnsVrS17cLq7GymdTUStyuItLTV8esNI2gACqy7Kag4EZ27/lI3PdIZC2/ns5trUBZWFicnUT6U4uj0whIOCQHS5csNS2Qna4/AafuT1PEzrad7O7YPSX+FM+dwre1/GnqsPxpIkiUl92B399JcvKCuP4kSQpgQwjfqP4U7U65uVfR3d19Rp7VbMUK8FhYhAh2eWi7pxoR0JDsMvl3VVHdUz2yoqSOnFSj9824aQE9Dx2l0JvDL2q/Qv2NAdbN30hueyqt97/J8ZS9qEWncPKNlpOwsExRcAdAReX8gvNZkLmADGcGy3KWmdKAl+Us447n7sCv+vnZ7p/xyI2PjDvAE5NSHEpJnqlE91Dp7d056wQFwOUqQpZtaFoQSRp5U6SnryW6EbNOdBO8c4eBgf0MDOymo/N5ZFlB06IDPBLLlv4AIQJkZKyLeY+0tz+Nw5FtrFhu3LCF3t6dpKZWceSIJSgWFhZnH9FOtPNdzSOBDeGnur3aCPBMiT/F853TCe6coj8FtAAXFV806f4029wJLH869xCcrP8NQgSQJGdcf8rNvYaK+Z81srpG86ewO2VkrMPhKAYsf5oIVoDHwiKEr65fX0UCREDDV9dP1cIqY6qDS9FPqt7jvfQ/d9K8b20vqPoXeoEnm4qWYoIHBuncXwcClg9X4NQc+GQ/iiaDBKqkTVmKcaotlXm9hexJOTqBOx/h1aZXebXpVQDssp1vXfAtglqQqvwqnjv5HH41NMJT9fPcyecSjvCMJjqleLyBoTNF9CpCvD4rswH9JKrLtqZ5jXTYvr5dOBxX4/c/GnWLc1FOQD8l6kIihC9BWZbg0OEvm1Yjw+8RSXJSe+LHaJoXSbKzuvIBMjM34naXhlZXLUGxsLA4+4j2p+WeCiMg4ZAcVOVVEezyMLy/E3/j4OT4UySTlKmTZk8j35VPcVM6L6XtOqX7iPQnp+Lk55f/nJbBltPyp9nmTmD507mGJNmNfkWJ/Kmj42kq5n+WwsJ3GdtG86fwfjMtO202YAV4LCxCOMvTkOyysarkLE+jJNXNgxf9ma2vP8FV511Hbnsqnb/ZZ7qdZJdJqszDs7tDlxYJBl82994oDOTwi9qvsj+phjx/Fl8vvRdV0rBJNgQClZEvL0WTEZJAk079JDEQHGBPygA2TSEon94XY0AL8LVtX+PRdzw6IamIbggYZiIlXWeayAyM2VhDHiZatFyuYiN1OnI61LlORvoa+vp3h2q/463M6USuRka+R/z+LmqOfxfQa/Xf2n0r5218Zta+bywsLCzGQ7Q/zVu4mM3LN/NGzetk1iSR25FK6+/fhKDZa07HnwwiFspO15/6A/30B/qpS7Nh12wE5NMbNuBTfRzoPDDuRbAw8fxpNrkTWP50rpGeVjWmPwkRMGVyWf40dVgBHguLELZsN/l3VZl68AS7PLju6+CGwDqkAx0MLjYHS+xzUnDNTyfQOEDqlWX0P3kiYfC+MJBDYV8Oz6Zvxy/rUe4gQd6WfBEvDL1q2teQk7EyfAR8tP3dvFSxm2MDNTFXZwcyqBpcwlNZ/xz3Cle4CWAkAS1glKddXnY59+6+F5/qSzjCM1FDwNlI+Ef8bCXc5LBy1X14vU24XMW0tj4aMTkrMOrtwyQlzWd4+PjUHegMQG+QqFBW+nHs9gxDNnQUJElBCL8heS0tDxvi6naXhiY/3B2xihWYtWnpFhYWFuMlnj8VduWwcXMxIqDRvfugkaUTxrUiB3uWk0DjAMkXFjH4YuOE/Alg+dAC9icfM+07EX/6dOEd/KX7Idr95gb4AYKsHVxGdcohNHn8007j+VMklj/NLibLn84FIv0J4GT9ryKulQHNyOSKbr5t+dPkYwV4LCyi0Ab9DO/vJGl5TkzasT3LiTdi30DjIIHGwQndf2S6sVNzcOWBNWwr24FP8sdm3EiwcLico0l1I9tC0iJpEjd3XsVh1wlODJyIfSABbc4uttq3jTu445Jc3HvlvbQMtmCTbXxt29cIaAEcioNubzcNAw2jjkAPk6ghoMX0Et3ksHLVfUZDuxEcSJIUWnUZKVGK5mwP7oygcrL+tyxb+n3CzZTD24sKbyY9fTUuV3HcxoDhqRtv7b4VIQKzOi3dwsLCYiIEe3346vpQMpzYst0mf0IV4d94OjJ493finWCiTbQ/faDjWv4z6ecJ/SmGCH+6uH8NLYMn6Eru1o8tar9daQcmdGxhfzrQeYCfvfUz/Jofh+JgWc4yHq151PAly59mB5PpT+cOKifr7yM76yLT1uTkheRkX0Jx8S0AcZtvW/40uVgBHguLEMEuD60/qoagbiD9z54k58PLkewyzbRzIPU4ly57B7kFi+j5+5HYyX/jJDLdePlwhX75uDn9OLxCZddsrBpaSJ2rCb8cQNYk3tN5Fb32AUq9hfym4KHEwZvQdk0eMSi7ZOeTebfz07Zfo0U8AVmTuXBoNR+84iOsL1hvbF+Zu5LnTj7Hvbvv5e437+bne35urCaNJhyzsSHg2Uh0AzvzyhMUFryHwaGLWbpkCQMD1UiSnQMHPwec6/XOQQ4c/A+iP+RNzX8hP/86vN6mhM0jMzM3ct7GZ2Z9WrqFhYXFePEe7zXK14d3tpHz0RVG2VbYny689hpy6l0M/rM5JptnvEzEn2yaggBUWcWu2agcXER2MJNUNYlHsl/g5YxReuxEeZVDcvCxvFtxZSXxg0P3mK5TNIULhioNf1pfsJ7Lyy6nuq2awpRCY0x6ZDaO5U8zH8ufThWVru6XTFuGhg4zNHSY7OyLLX+aJqwAj4VFCF9dvxHcASAoUHt9eD+Syx0vfQrf/2/vzOPjquuF/Zwze7YmmTRN0iRNF1Lapm0IdNGWFpBVFARc8CpYEBVevFhQwHsVfVXuq1wVuSwWrggI1wXFIriUpVwpUC0tbVMa6EKXNE2TNM3aLJNZz/vHzJzMmSWdNMtk+T5++JjMnDnzO9M05+n3913w8Mibz/LMtEfIOM3gTphwunG87x89dA9vZe6ky9TDC7l/5w9TX8EasHDj8asod83QBUYJECshAQsaWty68atKruTjb5xNzbEDBIqMF6CoCm9kbmfrO++xvmi9oeY7156L2+8Gkt9NGo8NASci0bXjOTkfoqHx9/rz+fkfx3XEjsNRislkYsvbH0XkJEz8v+RNTS9QVnbLgM0jx3tauiAIwmDorW6O+T73mnKjP1U/y6+mPEjWaQZ3wgzGnzyqF3PAxNqG63iw6Ne4VQ9qQDFsfOmEsntMAROoGv6Ie8B1zZdz+fuVPFD4a8juf8kZmWdwpOtIjD+F/3vhwAuDzsYRfxobiD8NHbu9mL6+ev178afRIzopURAmNL5WFz3bj+NrdcU8ZyvLAnPEXwmzginbxjv7/4k71Cysz9fHP9/ZNKJrLPTm8am2iyjxFOg7UR7VS7Y/k/2OI/pjmkp/vboGnzpxMd+vuxUlFPWxaObgxAnAFrDymbaLKezLo6J3DtZAf2M4s2rWmzyHBSSS8G4SMKjdpJLMEq6cc6XISQoJN7CbP+8/Wb7sb3ptcxi3u0H/OnK3SojEZPiuoODKmM9VZEQQhInOQP6UVplv+N42K5ue7cepbqs2+NPbu98a0TXG8yef6ufd9P241eA6Aqpm6PVjCZi5qeOT3HnsBswBE37Vj0kzGfxpRedZAJzfYfzH6LkzzsUTcX3iTxMH8aehkxtVqiX+NHpIBo8wafC1uqh++GV2Wz9goecMKr96CWano//5Djf2ebmoDjNmpx1rcSatT73HLLKwzeqv+a7omTMq642uNTcFTPw9Z6vhmNWd52DXbJzfuYSzp1TyO8cLutR4FR9fbL6KKf5M8j25bLW+TYUlmNL86KF72L6kFtusbBbkLTCkEBdmFBrqxWU3aXwTvRsSuXMyZco5NDUFR3dH7lZNLhQSdfYMj+qE4M5TQcGV5OQsB2SXSRCEycNA/uRrdeGp7yJtaQEBlxfH/Dw61n+A5g1QarNgK4vwp97U+FNpX2EwKTO8h6fAuZ1VlPfNYEXXWRT683gu+1W9h49H8fLF5qti+jQvdpXzYPa9vD51B5fPupzC9EJ+s/c34k8TFPGnU5HYn1TVTtmML1Mw7WPiTylAAjzCpOHQ/r3cXPoD/Yb/m/0zKP9QcFemZ2cz7c/u049NW1qAp74LzRugkNia79EgstbcFDDx4+lPxpRk/TNrF48euodCbx5HfXU8M+sv+nPWgIUVXcHru2XWvfp1rzv0bQr9eaxZcD7+Djc2Sxbrr1jPtoNbyOvM4taNt9Lnj60XFzEZ/0SPLbVapwNthueam1/i4KEHQk0DJzIKqmolEOi/TkWxMGf2XXR27sThKGH69GsNteGCIAiTkUT+5Gt10XT/O/2VKSYFzePXmysXuseoP2lwefsqFrvKAWi0tPDMVKM/neGawXdLf45b9fA/U/8adCdvHmdZF3Hu3Iv1iWHiT5ODZP3pwMGfEW9E+MQi1p/ATFHRp7CYs7BYssnPv1QP5Ig/jT4S4BEmDe9qe/UUXbfq4V1tL7Naz8RV00LnhlrDsb1bmwzfR9d8jxbh932g4Ndxmyl7VC81aQco7MyjJu2AYXzo5098jEJvHq/mbDFcd03aAebMXUDrU++heQMoFpWpaxaw7I9FvJL2D/qKZHrDRCLeOMpw0MLvN9aLOxylzJjxZfLzL+XAgR/TfOJvqVjyqGAyZeH3d+rfFxV+moKCKw3TscITHwRBECYzifyp46VaY9sRv4Z7X4fhtWPSnxRotrZBKOEinj81W9ti3KmwMw8FjeMP7BB/mgScjj8BHDh436ivdTRJxp/y8y9N4QoF6cEjTBoWKWdiC1iBYE31gt7ZHH9gR0xwZyyyqKfcmAUZ+joy5Tmckhx+fGX3WWSsns75n70Ku2rvP949B5PTYRj/3lvdTAPNdJq69P48Mr1h/BMe8/n+nrvY8vZHcbnqknqdw1FKcfHnmMh7AJFyoqoOyspuiTvdQRAEYbKTyJ/6drekeGWnJsafCGboRJaLRfvTR6ZfwPIlq7GbItypdw6YFZQ0i/jTJOB0/Sk//1LUkHNH9/CbKIg/jX0mrr0LQgS+VheFnjzWHfk2NbYDLPScQfGsQjq9taleWlL4Vb9hB+pTrRdT4ikwpDzHGx/a/VYDuRll/PzAv1NjP0CFew7lyxZjLc4MNpT2BcCs0namj1tOBsu4rAELt5XdwqVVH5fdp3FO9JjPyHGUA+Fy1bGz+kbAR3AfoH+aiKKYSUubTU/PvkQvH1fkT/0oWVkLgdipGdHTHQRBECYbE82fVnVWsebEJwzlYtH+lOs1wR4vT1/wc7ZsfZ2KnjkUBqaSubJI/GmScLr+FDw+0ahdE0GfGtokubGC+NPYRQI8woTH1+rS02kLzfnMPf8c0iqCN/aTG+uCOzFmlYwVhXS/1QBDHOE5EkQ3DLysY2XcWvaYVGi/xsm/HqaQPArdwce7Nh2ja3MDaKHr1AJsr31bT0X2qF4sb/dSWDH6KdXC8HK6N9zm5pcievCEO1MGADOaphiCO4pipbTkBo7UPc54GxGqqnZOtLxG84m/cejwgyxf9jdDjX20zEWnawuCIExkkvInUyh6MgbdCWL9KTq4EybGn3wBMl/p4yLC/UM08adJxFD8qb8Hj59IfwpGGvs9SVXtlBR/QfxJGHYkwCNMeNy1J/V0WnwBTBlWzE4HvlYXWReWogFpFXmYnQ7cBzvx1nendL3xiJedMyR8ESLmh1lbsg2TwhZ0zcZde9IwZQyCshduLBj9nDD2iG4KmOxN1evtiHokgKJYKCz8JA0Nv9UfdeaeR07OMmy2Apy559La9ibjQ1JU5sy+E+ivlQ/v0BUWXhP3cwqna4dlT8Z7CoIw0UnWn3wdblp+sTula02E+JNwOog/JcLMnNlfB8SfxjIS4BEmPLayLBSLqjfEs5VlGXalFIuKtTiTk5vqx2RwJ8xINirUBSjjABXdcygiH1tZluGY6M9s2toqkZRxwGDHUbpcddQdfSrmcU3z4vN2Gh5rbXuL1rbXh7jC0WfB/J9SUHAFLlcdhw4/mNQO3VDStQVBEMYjp/InzAoK0He485TnSiXD7k8R06HFnyYuw+lP7r5Gw2Pj059MVJ31K3Jylos/jXEkwCNMeMxOB9PWVuGqadGrXntrWgxN8lp+WQOBsZFe3GhpGfJOU7LnMBWk4W/qBYKSMv/iFRDQdDnp2X5c322K3MnTvIG4O1SThbrWXrbWtrG0LJdSZ1qqlzOsdHRsSzwiXYluGOgb8fUMN4piZsqUSmBwO3RSXy4IwmTjVP6ETxtTgypGy5/si/Lo29XfYLpQy2fhJ8/H3+EWfzoFk9WfWts2618riglNG4/+pGK3FwHiT2MdCfAIk4ZwvfjJV4/E9jcbQ8GdW2bdq6f6rjv07UFLymDOEQ7uhHEf6iDrvGBjwOjdpng7eZORutZeLnngDVxePw6LiZfXrppQkhJ5I1YUC5rWPzq2ufnPo7ACY1Pn4UbTfDQ3v4TV6jSMPj0Vp5uuLQiCMN4Z0J/GCKPmTwqG4A5A5opCQ3BH/Ck+k9mfoP9rbYz+HToVmuYVfxonSIBHmLBE1jsb68jH7m/WmrQDerM+t+qhJu3AoNOKh3KO3m3HcVWfCNbWR+02pZ89jWlrqyZ9DfnW2jZc3mCdtMvrZ2tt24QSlMgbsd0+nepdN+mptSNNevqZ9PQcYCQDPAAHDv4M8BhqwZNpADjYdG1BEITxRnSvGPGnqHPE+Qi63joGflAsqvjTAEw2f9pZvSYqyEOcwM/wkJm5iK6u9xjpPj7iT+MDCfAIE5Loeufsq89I9ZKSInraQ0XvnFE/h+YNoEHc3Saz0zFpxSTM0rJcHBaTvgO1tCw31UsaNOGbcWZmVdznI2/ElYsfZ2f1Gsw92Tjay3HlHCKreC6tbW8QG4gxoygamnZ6ghGczjWYf0BENEJIiIlY4QkKfLgWHJAGgIIgTHri9YoxZdtSvaykGHF/sqrgSbD5ELrFiD8NzGTzp/nz/pP33r8dS+9UHO3lZJ45F3OOJc7ULBMzSm+i7ugvh1C6pTL8wR3xp/GKBHiECUlMvfOhjtQuKEmGY9rDcJzDWpxp2G0CYz35ZKbUmcbLa1eN2xry6GkG6en/OeCx9fW/xtyTTdk/7kUN2Aiobmo//G2UdDOaFgB8KIqV2bNuJz//Uvr6GvRdq8HvVA12d3jg4+O9v6ra0TQNTXPrteDSAFAQBCGOO9WeTPGKkmfE/SlRcCcK8afETCZ/am/fwrFjv8XSO7Xfn/aE/cmEpikE+xia9cbFTueq0/anrq7qIV6dmci+iuJP4xsJ8AgTkuh6Z3N+Wn9rD1UZMz134jEc0x6Geg5/hxv77Gx9HKpMfzASlpKttW2G78cD0Tdjv28PcEnMce3tW9ix8wuAj6z2FaiB4C6uGrDhaC/nZNpm5sy+21CLDcHdqw8tfyUiRfkLCXakVPLzL6en5wN6evYOy7Upio3Zs9aSlbWIvr5jhhKz8HP5+Zfqn0N43X19DbrMSANAQRAmK/F6xbjrusSfBoH408QlWX9qanqR996/HWBQ/pSTszxJf1LIzFxMV9e7DE9Je3A6VtibxJ/GPxLgESYk4ckP7tqToCq0P7tPfy5j9XS6/16fwtWNQVSC4ubTYhoAToTpD+GpDcXZDuo7XEPeOapr7eWin23C7QtgM6u8evvqMRvkia6Njp5mYDLPi/uandVrCO/muHL2E1DdwR0okxtXzn5U1UFW1iJOnnyX5uaXyM+/1BDkCX9dWvJFjtQ9FvMeRUWfoanpeQKBvmG5Tmfuecyd+13DzpHLVcesmbcBGNYXXmP4mOpdN+k7ZpWLH5fdJ0EQJiWR7mQry8LX4Tb4U9rSafRuaUrhCscQ4QrhSeBPG2qCI74vqygcsjuFmyxbTArP3LiM5bOdw7XUYed0/em997/R/33OfgImL6rfMoz+dC1NTc8zXP0Ki4o+TU7O8pjrEH8av0iAR5iwhOud2/643/C4a3dLgleMDgE0mtQOXLhxYKMgkI2KkpK1OBbmYT8zVxeSeA0Ax/v0h0ihCDPU6Q0bahpx+4I3VrcvwG+2HuGbl8Xe6EeLo11H2XF8B1XTqijJLNEfj04nDtdGh5sAZmZWsW9fW8z5gqM++1NzvWknOLLyB1TkrMMyw4ZFuTO0u3SjPhL04KGf8aHlL8fc3KdPv5a6o08ZRoeqqh2LOcsQ3Mmf+lHMlik0NPxWf8yZex5t7f8MvdZCMOAUuXtsITyZoq39n4b3jbx2RbGQlbUornhE7shpmpe+vmNxP2NBEITJQGSvmI6XDhuec9W0pmJJOmPJn6ZcWoaaYZ3w/nTxzzbRF/Kd+1/dP6QNrcgmy16/xuce38Kvb1qe0iDPSPhTZN8ab9oJ0m9yYG+bhVbYrfvTjp03EO5nc+jwf7F82YbT9qfsKcvo6HzH8L75Uz/KiZbXQq9VQ/9FZgP1+1Nj43rKZnzZELgRfxrfSIBHmFBETn+A4A3XnG+8Eflbhidj4HQ4rDazxbKfHqX/l3W6ZmO5t5yZgfxRX499vpP0s/rfN97OUvSO3njbfYoUijDDPb3h8TcPk5NmTXp3K5xRNBw16FubtnLzqzfjDXixm+2sv2K9LimJaqPD//n9fiBWUCJ3qcDMjNIvMn36tfoNPoPZNDb+0SAdmuahufklZsz4suFcwZKtl2hufgmvtwMAiyVb/zpMVtbCmMdycpYxd+53aW5+iYOH7keLmC06veizeL2dNJ/4W+j93Yba72jx2Fm9hg8tfyVGUoLXaicQ6ENV7ZJeLAjCpCN6cpav1UVvTQt97xvvD1r38E//SZax5k+W4kzss7P17yeqP4WDOxDc0BqKOy0ty8ViUvD6g/dyvwbXPfE237h4blL+NJzuBKPhTyYWzP8JzoIPwUyAaWQwmyNH/ptwcCd4/r64vWscjlLOqnyCpqYXyMn5EG53MHsu2pWsVieRwR1FsTBnzp0UF38uYpJX/5+j+NPERwI8woQhstYZswIo4AuAKTW7O9EcVpt5zbI75vEe3Lxm2c1HvAtHXVL63m/F29SNKc2CpTgTf4c77m7UeJz+EFmWFZ7aEGao0xsuqyjkJy/vwxvqReALaPxww15+8sq+U6YcR2YUDTWT6GjXUV1OAPp8few4vkMXlOh04mRuvsHdrJ0sWPBL0n31CcdeBs9lbMqXiL6+hlCApv8fB4piQ1GsaJoHRbGRlbWIndU3Rjxv1b+2Wp1Rr7XQ0Lg+alfLeH3Z2UsMTQI1zZuw+V84cBQZQBIEQZgMRPeJca5ZQOtT7/WPRh8DjEV/6tnSSN/+NkBBTTOTVhHs2xMdzBnv/mQ3q3qQx2ZWh+ROpc40nrlxGZ97fAuhGA9ef3L+NJzuBMPvT5GZQOEsn4HGhkeiKJa45w+WQH2RQKCPpuMvoGnBYEy0P02depEerAGYM/suOjq24fG0xm2ULP408ZEAjzBhiKx1xqehl3L4teSmKY8gATS2WEKlYtHxptDatlj2M8M9dVTTjeOWq6mAooBfG7dNAaNF4Mk1S6jvcA1bD55SZxrPfHEZ1z3xtr4TBUFRue6Jt3ntjvMSnj8yo2iomUQ7ju/Q5QTAolqomtY/ujMynTgZ0TjadZSrX7yaPl+fvpvlcJTEPdbhKKXqrF/pu0Oqatcb8IVxueoism+MkqFpbkOTwWBZWGRGUIADB+/j0OEHqVz8uC5aimKhtORGQ116UeGnKSu7xZBe3NGxjfnz/pP399w1YPO/yPeN3sUSBEGY6ET3iemtbo4N7igEN8t8oy9S48WfTr5cG1xQYPy6E8T601M3LGVXfQcw9B48AMtnO/n1TcsH7U/D6U4wvP4Uz51KCq9JeHx+/qUcOvxfBAJ9KIqFsyqfijm/y1XHgQM/1kuxAoFIP4r1p0gOHPzPUF8cm55hE26UHHz+Pv1Y8aeJiQR4hAlDZK2zIYMHjMEdBUzTHPibXKO2tia1w5BWHIMS3IlqUjsoCuSM2rriEoDwBzZemwJGi0B9h4tPnl08LOeOTBF+7Y7z2FDTyI9f3qv/qHn92oDisbQsV88oGmomUdW0KuxmO32+PiyqhUcvetRQQw7Ghn0DcbTrKI/vfpw+X1Amonez4hE58SFagCJruOOhqo6Yxn39ItK/cxQIuOjrO2YQLYCj9U/rO2vRchJZN39W5VP09R0bMBNpsFlOgiAIE4XoPjFplfn07jzR708QVIKAhmNhHt52F776nlFb37jxpwngThDfn76yevawnHso/jSc7gTD608bj2wclDsFg0cbEgaPEvtTMGs6WX/SNDezZxmndblcdRw6/KD40wRHAjzChCHu9IfnP4jtuaOB/0TfqGb1uBhATk7juFHDPP6aAoJRBOxmldZuN3WtvTHSECkbwClru+OlCH9l9WwWF2fru1GnEo9SZxovr101LHXkJZklrL9ifdwGgdEkaiQIUN9Vzyf/+kldUADsZrthNysRiQQosoY7jKJYmD8vuLMUTxj6U32ViLpuh35s5PGJdtai6+b7+o5ROMBO2mCznARBECYS8frEZKwopHtTVMPUQChrxayO6vrGqz+Zsm2pXsJpEelPFpNCcXb8INVo+9NwuhMMrz89XP2w/r3NZBuSO0Eif7JxVuUTCQMuifwp3gQs8aeJjwR4hAlFuNbZ1+oauIbcr5GxupiAy0vv1uMjvi4Hyd3okz1uuLDOzMI81YHF6UDNstH+h32GqYtZF5WOyx2osAhsqGnk/lf388MNe3lg4we8vHYVgF5bvubJrfT5AphVBVUBT0gwwiVd0RKRKEV4+Wwnr91xXlzxiNcUsNSZRqkzjbrWXp7bXj8kWSnJLBlQTCA2ffjRcx6m92AbpfPLAdjRvMMQ3Ln6jKu5qfgL5O634itz6X+nkmkUGT4us7AyoqwqmBocLRqRGEu0PMyaadx1iiaRHJ3OjlKyu3SCIAgTkcg+Mb5WF92bGxMf7AuQtrSA3q2jMy59rPuT6rAAGt1vNUBEyZG/Y2wFnJKl1JnGk2uW6EGXG57apve7iezNkwp/Cv8X77nTYbD+NCNQxA9n/F/qs1uYP2sREPQnj7+/YfKtlbdS6MmjZ/txQ9Ny8SdhNJEAjzAhMfTjAcwFafiaeg3HdG+qH7X1FASySdds9OCOrSEH0CA9NPJzJHEscqLazbjruvA19+I5fBJPXRcZK4twVOSR98WFtDxRE5QUk4K1OHNE13M6JHtTL3Wm4cyw6ePMXV4/G2oaeWDjB7i8fkxKv4v5Av1S5vL6dbExqQr3f2oxV541nbrWXg40d2FWFXyB2J2mSPGIXGuipoDD3TBwIHYc7w/gZPemM+WpLqZpGfS9eZj2j/iomt2fqmw327mp+Auov2ikPU7TzejeApE7W4WePEOzziW3vECXUp3Uzk6wqZ9NbyCYlbXotEZuJtpRCteVyy6TIAhCYty1Jw3lWaY8O/7WPkPG82gFd2Ds+FP60mkARn86cpKcT80l/ax87OW5Bn8aixk8yfpTfYdL748TDsYAurNMRn8q8Dh54NCd2Pf5cCgObj3jy9w6by1V+UZ/ujBrdcKm5ZH+FJ0VFN3sfDD+ZLdP10uzVNUxrP4k7jQ+kQCPMO6JFxk39OMxKTjm5tAVFeAZTVQUlnvLg1MgNIySEro3LveWj3iDQFdNq95AWcev0b3pGN2bGyi4/WzybqzQJaX1qffGVKPAwdzUw0IRHsnpsJgA9B0kf4LyPMMIz4DG156tBuCuP76rB4ssJoUn1yw5pVAM1BRwuBsGDkRkrfnivrnYtaB42jUbfNBG7hQr6899lh2e3VRNqyJ3v5X2BE03I3sLxDQWLHsaJeI4pTGDwrMTp/dGoygKmhb8Ed1ZfSOa5kZVHSxf9rdBiUX0jlJ0XflgzycIgjARScaf0hY46You1xpFxoo/aUDvjmZjo+kAtD+7D1OWFfvs7AnjT8XZDt2F7KHJWZHOMhn9qaJjjsGdrjx+Hm0Zx8g1Vw7anxqtLTFNmXNrrYbjkvWn4KStm0JNlS3MO/P/Ub3rptP2nUh/Encav4xuIa0gDDPhiHf7H/bTdP92+g526MKSffUZhLcZujY3gim1a50ZyOcj3oWkR6URp2MbvRGfARLfmX0a7tqTwbRiv7FRYLL4Wl30bD+Or3VkGljHu6nHo661l4t/tolHNx0K7iQp8IUPz2BxcbYe6InGalL4t8vO5CefXIwS5YlPbD6sywkEGwGGp0qEy6zqWmMDiOFadogdzT7Qc8NJeJfokY88wr0r7uWzF9+IW+lPJ557pIDOPx5A/UUjl+dcTElmiS74gN50M/y936zRNjXYYDMyM6jP10eN44DhdYPp3xSs/e6fFhFONw4EXNTWrsPlqjvtzyC6rjx64oQgCMJkI9qfenY207M9WLLuXLNA/CkKb0N3wiliPVuCJW0TxZ/WPLk1IlATYENNI8XZjkntTxefeyWBUFqEhsZlnStZtaN8UP4UzuyKdqcdx3fEvC5Zf4r0G03z0t7+T4PvDMWfxJ3GL5LBI4xrDKVYfo2WX+4GVQ2mFxtzSJlyWRn+Xi/dbx4LBjpUglsyozj1c2YgnxnuqTSpHbhw4wilFY/maM+B8Db3Yi/PMUzUSPYmE51eOhI7V8lOUdha20ZfhFD4NXh00yF++dZhfvLJxTSd7OP+V/fj9gVQFfjsklI+vriIXfUd3P3Hd9GifibeO9Zp+HECuP/V/SwuzuaGp7bh8vqxmVXuuKjcMEZ0oKaA4ede2vsBJkctirUViN2BSjalOl4TwMgMG5vJxq2Vt1I1o4qTK45ieysoekroZy8yMyde083Alwp56MUfs9O2h443e1h/xXpDZpDdbKfijEqmrc1LqtY8GmPttx1N0/QgT0Pj72k6/ufT3j2SSQ+CIAhGov2p/dl9QPAfl5kXloo/ReEdYHKY670WujYdxVKcOeH8yRuAH27Yi8WkjJg/WUwKz9y4jOWznfoxQ/WnwfToSdaf8q/Lx/vGCYoPTgGS9yfnmgWGzK6qLy00uFPVtCrMmbGvS4ZovykouJKm43/WAzND8Sdxp/GLBHiEcY2tLMsYyAkAgX5hQQ0+plhUHBV5mJ0OY510WFJGERUl9aPQQ1hmZuE93L/D1L2pnp5/NOBcswB/h3tQN5lIWRypEaHJTlFYWpaL3awaJAWCO0dfe7aaey6fx39es4g7fl+NX4PndtTzxx31MceHCW/aqQqEy83dvgDPbDmi74i5fQFDM+fohoTh3bLINSvWVn5RexN9vj4e3RNM041s+JdsSvXWpq3c/OrNeANePd23JLPEsEuU48rg3dc284fM36Kg8F/Kndg1GxoaCgp+s8YbylYquiopySwxNCzv2X6cGuU9NmS+RYHHycqWxWyueZ1rP3Rd3CkUp/PnHl37DVBbu46Gxt8D/btHpxPgkUkPgiAIRmL8KYTmDeCt7wazAj5N/CkBluL0/qBPADo31Oo9V8a7P9nMqiHrBoL+tPbZah74TOWw+5PXr3HdE2/z2h3nGdxpaVmuXh4WvoYwA/nTYMrRBuNPv0n7FQDrlG8b/EkzGaemRftToNtjyOziqDuhOw32zz2e3yxf9rdh8Sdxp/GLBHiEcY3Z6TDUPGMO7eREpNFmrp6OrTxXT5WNTKElzv1IzbISOOmJfWIC4q3rCqZe+/sf07wB/B1u0s+eNqhzRdbtD7Y8B4I35C2HWkjv9Q14XLxmfPG4umo6v9l6NO5zP/jrHkyKov8YRItMIgJRMvu33bGTRlxeP4+8foDy/Az+34a9+CNeFC0a8dJ0IwM80SnVL+39gC+vWGx4v6NdR3U5CZ+n5oNqcjUraSYLJsXEVHc26w4FhcTd6KY6fR8bs7bQZG1hv+MI07xOatIO0LS7FXuEKB2tO0Tgv+sx+RQqLDmcNX0e3znyZeyajb4X3RydfoiS0lmGNSc7LSIe0b1zyspu0Xeihrp7JJMeBEEQ+onxpwhcu1vApAzan8i0QJd3hFc+NvA29k5If2rocOHzx3ciDfjas9WY1OH3J69fY0NNI+29Hh5/8zC+gIbNrOrvMRh/inanx97eyM3nnhUzMSuRP+Hq5rivHrNqJq9vSr8/YfSnFksHdzRcj9Vviem5FOlPmPrbR2lofGv3d/mPRT/lyjlXGtZzuv4U7TcOR+mw+ZO40/hEAjzCuMc+O5uCO87Wfyn21rRwckNt8MkAdL15LFhD7uvvaK83EIzGpEya4A4Afg3rzEw8h7v6HzMpg5YLIG5aarJE7rbYTDB/fi8zp2bGHBO985TosYt+tumU0uGPziM+DRKd4dlt8QNLkXXvW2vbKJm6ICZNN5KlZbnYLQp9Xg0UD4/uv5PLFv3SICk7ju/Q5QRgum8a8/+YRbt/PzMVK1NnZXNp+wq9OaANG8t6guM93bi5p/QRw3tm96bzyovrqTxnOc+++hS3+f4FAMWrsaq9ytBksGbnDgrTC2ncW0uN4wAVlrkov2sGv4bfrKF+uZiS0llxP4tkREZ2jwRBEEaOSH8yZdvorW6md1uwDw9+bXD+pCqTJrgDTFh/+vwvtyRs1RjGHx2tOQ2iz2BS4Ccv7yXyRyvS4wbjT5HlaCge/nTsAV55sTcmSzrSnwo8Ts7tPpsF67NRfC18hLk0TF1NoScvoT/9KffvWLEEr8cboPEv71OzsAFn0TSee/FJ3Z/w9/cGV1CY1VPExiMbua7wWlw1Lfh7vYBC9+Zj4BN/EoaOBHiECUFkWmNaRR4nXzkSt2wr3NHeuWYBXW/U497XbjzRqe5qExDPkf5UbEwKeTdWnHZq8Omkl4Jxt8Xth2217QZBMQhMqNdNZP12eGcH4JHXDyS9ozTcFGbZaDzpTvi8zaxSnO3Qr8ViUvjptb9Cc3xgSNMNU+pM486rvPz4zfWY0mrxqm08t/85Zk2ZpR9fNa0Kq8mKx+/BpJio6JmNyR/c9bJrNq5puZDLO1fFXw82/l/dbZgx48HL/UVPs7bx88EMnZou6kua6FPc2DUbXpOP/53yNuedPCf4vOLmiFLPsfu3YvKrlOPAxzEsoduKyafw4Is/5l+/8O8x1zWYfgOyeyQIgjByRN63zdm24KSo0/GnYfhH/3hjvPlTuNdNUYSHOCwmnlyzhPoOF63dblKkT0zLtNEwTP4ULkd77O2N/OnYA6jWNvp8xPqTdSGXda2kXm3i+0dv1QM5EPSjm05cg5ZgK8+GjWvaLjQ8puzppXxvGl+d8y18Nq/uTwE0Q6+oTH86Hxx6n8bfbUeJ07hb/EkYKhLgESYc8cu2FMJ3rd5tx+nd2Rw/mBNZJDxBsc3Nxr2/o3/7JKAx5ZIy1AzraZXVDAeRuy02EywpM9bYGwQm1Osmchyny+tnQ02j3vhvuJhXkMmepq5THxhioOAOwB0XlVPf4TLUnX/9d7W8dsdFlGTGT5uuyFuASX0RCO4w1b31Hn9Le4E2exffLvwG8xtLObejCiWg8X7aYRrMzXjwYsWCGzeXdq7UGwECes14+Gtz6DZgxcI3Gr6gf2/XbEzzOrll1r1U9M5h3syFTDvs5Dslj+glXQtry7ncfzYQlJ1IPHjZadsTU3YGsf0G/vn265SdWxFznCAIgjB6DM2fiF+2NYEY7/4U7nXzxZUzDSVM1z3xNl6/hkVVhu2PMSfNQntv8hldAwV3YPD+VOpM44qK+fzp4BwCHKAIRfenFlsnP5v1/5j1t3RuC/wLAUVD1eI3607GnyKxaVYubF1Kve247kvXT7mWqXv7HanL1IPrcHfc4A6AW/GIPwlDQgI8woQknHbcW9OCAliKM42pxwl+qVqK0oPNBScwmatKyFxVogtcZAPFVBHebQnWkDdSmmu8Wcdr+ueNEEy7WaW91zPsmTuDCe6cCpOicFlFIQ0drmD9eiiQ6PVrbK1tM9TFh9Nv31cD3PmHDzg38BmacPMTJQ27ZsWjeHnffpDF701HIcDXuQ4FBTduUBSsWPAqXl7N2sLHOlfr5w3LiQ8f+21HmO+ebVijGXN/00A0vEqwnn+KL4ML/7mIj2pVuHHzzNS/ALDbsR83bmzY8OLDjEl/7f1FT9Pu6I4pOwNjv4E+xc33j91Hx4s9MenTgiAIwuhin51N3o0V9FY3k1aZjznbxsnXjybhTxkTx5+CzVJiGK/+ZFYVfBHO8Ys3DunPW9T+zTJvQMM0TBudgwnunIrB+lNDTQtbWrt4851jTAlcA3hZp2Rg16x48fHylM3MeN+mZ9WommII3vgIuk9kACfSnxRUTKgJ1/vptkv0Y3+Rv54p+/qP9eEj05/OfscR3HiwYY09gQY2s038SThtJMAjTGi6NtbpaYzONQtwVZ+IXztOcNKW7YzsiSMoCQhL25SLZxDo9aKkWVK9JCAoKdOzp1NdfSLuc3dcVM4PN+yN+9rbLyof6eUNGZMabF54w1PbYhovh8eVbjnYymtbjnLdnm5Un0YOGk+Qjh0FD3asoR0mq2ah0nWmfo6wlNiw6VJq0Sxc1rlSP8ZPQBeSeLtO0edSUPh6w/VoSvD9woTTlj/f8jG+U/IIiqKChl6aFX6tRTNza+WtBuE4WneI2pp9lFXMhS8V8l8v3Mcu+z6arK3gg41HNnJDxQ2D+2AFQRCEYcPX6qL1qffQvAFc1SeYtraKrPNKgpk7CYI7E86fEsQ3+va3Y8lPI+/GCrz1XaM9RCwhp/Knm86dyaOb+oM6kQlYXzx3Jr9867Ae5BmO/jrDzWD86fPvd2Pya3wIjQ9jx4WNJ+jDrgUDKRbMho2vMJGZOmbM+CO7Z0c8P5A/xTv25uZPxZz7M22X8om28/X+PdHYsLKu/AHdn3ytrv5eh2dUxvWneNk+wuRFAjzChCU6jdHf4ca5ZkHciRGW4gwyVkyn/bn9qVjqqNK77Xj/TlyIro11TFsb3Ck43QlII83i4mzD91aTgsev4bCYuKyiEICfvrIfT4LpD6nG49cMY0EBls7M5Y4Lyyl1pvHCzmN87dlqLsWCSvCzt0dIgRUFv6JhSpBGDMb0YQATJsNzkcxzx2/eF4kFS0LRtWs2Pn/iY4bgTxgPXtrtXVw4o78+/WjdIdzrDjFTy6DvzUO8c0UjL2f9w/C6R6of4cIZF4qkCIIgpIh4I7uDjYNj01qsc3MwZ1mxzcqeFP7Uvak++IU5NCPep40LfzqvPN8Q4AlnRDssJv5l6QzmFWTxtWerU7fAUzCQPwH8aMMeHt10iEuxYAr5U9iFHCjMU0z4ie9P0d4UfizSn5J5TSISHRdd1m7ArFB4ZhkQCu48sB3Fq3GG4uCW8pu4Zsm1Mf5UmFGY1HqEyYEEeIQJS7yxk+7ak3Frx7313bT/Yd+Erx9PhOYN0FvTYsh4Gqhx20jS1O3jjzuOsXxWHqXONH3SQ2u3sT776xfPpb3Xw76mLn7y8j78mkZVaTZbDreN+pqTwaLCxj2RgTWNrYfbuOGpbXzj4nJ+8Nc9ALyLDxcaDhT60FAAWziNWFV4v/go844U66VQkfIwkHCYo2RFQdGzenz4MaHGPWciNDQWucoNx3vwohDs5/PdupvZXPM6KyrOoySzhNqafczUMoBgcGhqXYY+ASOM2++WXShBEIQUktCd4pRAe/a14wF6tx+fXP4U8VmMVX8C9ClZ9R0uw3F3XFTOkdYedtR18JNX9jJG98V0rCYlrj9d/8Tb+AOarvWR/hRZbn6BZkUzgdfvDW5cRRDpQpGPDUTka6JfmyzhTbfwGiPf1ef38dz+51hRcR65tVYUb/BYu2bjnLZ5AFhUi2GCamO3cey8MLmRAI8wYYk3dtLX4U5YWz1h5cSkYJ+fS9/u1oSHKJZgJXL0rt1oC0pdWy93vNKC29+iT3YIT8qym1V918liUujq8xp2pMY63ohpJEGCt3KX188P/rqHIhQWYeZdfNxJD18rcPJfTa3Mw8St4R0pP2zw/C9PlbZyfudSdqXv4/aG6+LXcCcgUnpMqKFGgf3Bn0QNBaOJLOUC8OHnlSn/0FOfLX4ze/+xnf1bdrGy6MPkzi7CTbe+a1W+eyqPXvcwv236A3+v+zuegAeLapFdKEEQhBSScGS3WY0b5AEmrD85FjlxvRvHnSIyeMaiP9nMwTX1hbJ0nlyzRG/EbDEp1Lf38putRwHYO4y9BkeKkpw0Drb0RDwS2lQKRXai/em2nGzea+8hE4ULQ36k+OEfmdU0WYJ/np9ovwCbZsWreNmW9h4f7qnUz36qjS4NjfdtB5nvnn1awZ3gFSh46Q84Rb6bWTNx7M29vPW/baycswpMwfUDXNfycaxZM8lfkc+33voWfs2PzWSjra+No11HZYNMACTAI0xwIsdOhuvKx0zR9GihaZhz7f1ypkDWR2diSrNgyrbh73CH0q/hZMQOVPix0WRbbTvu0E3M5fUbUnL7fAFuWT2bx986hNev8fDfD476+oaP4G5N+OsiVH5Fhp61Y1EVTE1ufkw6d9LTn9GjuKlJO0CTtZXd6Qco8DgNozfjv1N/QAf6d4uiAzTxSDYFGYIZQpd2rjC833UnPhYM6BwHd3UPL+Zt4lMtFwfP7dP47StP8HLWP7CqVkyKCW/Ay62v3RrTLDDcdHospr4LgiBMNOKP7J5s8gSq3QwmJZj5rSqknZOPxenAURHMkOkvXxtb/hQ5cMLl9VPf4eLJNUv0aVnPbKkb9fUNBWNwJ9KfgsGdsD95CP5xmdp9lGPDjYYbDVvISVZ3LaFPcXPLrHvZnvE+99b9K1bNwjk9Cwzvp6BwzNxMkW9qjDOFv17oPmPI19Uf3IktEQs3amZnNwECKKFAkk2z0rD9APd034Nf82NWzAS0APdvv5+f7/q5+JMASIBHmERE1pXHZaKOSA9A96ZjYEK/xq5XjsRNIY67azeKLCnLwWYCtz8Yj3rl/Sb9OZtZJTvNYpieNX5RDF8vwowj9JgdRd8NdaBQMmU7N095h8vslbzsf50maysFHicVvXOY21tmSDeOLpdqtJxghrco9C7JlXINBXNUo+XIGnObZsXpnmIIABW68iiwO4NNAkP0+foMZVq+VhfHH9iR8tR3QRCEyUqwRGuAe284CDLB6Nl2PBhPUAEFerceN0zOirwXjSV/iv7jKM52UN/hmoD+hMGfrGCIQ9pQCKyezu6Dm1lYXwYEy5zWNF+BLWDTmxxbsRhKrTx4KfA5426EjYQ/narcXg2V0oezrZ1vm7hi6io2Z1UH/Sl0zeJPQpjTyysThHFIuK4cALNCxuri/vuEApnnFpGxupjM1dMn5t8MP3oAK5xCHI3Z6SD97GkpuQFsOdjKuk2H+OyCDCwmBV/AOAr9kgXTgGCMaqJhLrXhCt2h+9DoC3+teNibt5GTU46xuGop809WsqLhkzx28Lt8vfELXN65Sj9HtCCoKJR6Cw3Pjza+qCkU53ctNQjTZ9ouZd2hbzPdOw2rKZhGbTfbqbIupGf7cX3nKTr1fTAc7TrKCwde4GjX0WG4IkEQhMlHtD+lLS3of1KFzJUT1J/Ct80AesRkPPhTdBznz7saaO12j9DWTirR2B3quwNBf3JHuI7fFCC/PJfSstl4FG/oFcFMnuU9iwxnCgd3wuXrAzVZHm5OFTTy4TOUgtmwctOJa+L6U2FGoe484k+TF8ngESYN0XXl7tqT/TdvDbo2HUOxqGRffUbiTORE/XvGKqoCihYM7phCNxC/lrIU4kRsOdjKtb/YMuAxL+5q5MVdjfplTCT+UtfBDiwswkwTfuZhIhMVRfOxomMlnzjrY+Q+52Oe75qE5VXRghA9ynOksnYG4qUpbzHVl8OykEjFW4Nds/HjWT8ge0kxO47voMq6EPUXjbSHdpycaxbENPxMlqNdR7n6xavp8/VhN9tjUpcFQRCEUxPPn3q3hjJsA8n5U9ryAnq3NMV/cixiDt2vfNq496dfbw2WZIU6B00QgqVax9D4At0Gf5qNwgzrCd7M2cqXnjIxxRvsNgjJNVAezeDOqfDjTziaPdqfCjMKufW1W/ud59xnUcWfJiUS4BEmFdEpteF/OIbRvAHaf7/PeAdUoG+airO8AFO6lZMbakdvwYNFgZxPz8V/MrhTE64Td9W00PnqEV1UnGsWjKk0zeerjyV97ITIMI7BTAMa4NNryYOBHBu0XkJgvQc1cOqeOWMJDY2a9APk+516gCeMDx8BNKxY0CwK8xZXYs50UJJZQs/247RH7Dj5O9ynnfq+4/gOfUpXdOqyIAiCkDyn5U+AJ0dh6oVzUFHGdoBHgYxV07GX5xp6E04kf5o4vbCNfXji+pOnhDOPF6NE9B9M7synniQ6mDHpp0P46gKqhilginpOQ1MUVI0Yf3rhwAtG5/Hs5vK1F4s/TUImUiKlIAyK8I5U1mVloYkIBHdpouTEekY2vXPNZF1ShinLFnMeAHNB2sguNlk0IKCRtbqEzNUlupCpGdb++nm/hr/DPeBpRpurKqenegkppwiFz2PTa8kN5VYBhUCS+26dpGYihhb6XxgFha83fIFMXzpayE8CisYuxz78BILBHRNMXVNhkA5DKYBJwZRtO+3U96ppVdjNdiBU+jWtamgXKQiCICTvT+XZdC+ykFY5NWF9tZqT/BTIEUUDS3469tnZ+v1G/GmsolCEwqVYKAp9Hc+fFD28kxzJBm6GO7gTXUKvAG+nv8v63NcIhFIxAooWaras4MWDdkEOhWvPNnhR2HkKPE4u61pJlXWh+NMkRTJ4hEmN2ekga3UJaRV5wZItVaH9D/sM2xye/R3k7IeO3oO4djTHPY+vqXfkF6sCDNwIOlEKZvgfzeE0TVO2jZ7tx8dMV/3ls53csno26zYlnoz1uaWl/G7bUfzaxEvhiZwCEdmEOHJqw6mmZYXJImMkl5qQeMJjwcynWi/CrwTQCGDWzCx2ze1/jR+89V3YZ2fr/XZM2TbSP1xI91sN4Ndofeo9Al8qZIdnN1XTqga1g1SSWcL6K9YHS78G+VpBEAQhMdH+5O/1cvJvh/vTD7Tk/CnQ7hn5xYaDT/H8KbTWiexPy2fmsuVw2yiuamSJdKZwz0J7lDfpDKK1QqoypOO9b1XPfJb1LMKvBPCF/CmctWTTrJyob6Tw7NlAsJyq5oNqKlxzWL/o1wSebcLkU+C/Gzl5kYW0UFPwwSD+NL6RAI8ggP6Lr+ln2/uDOxE3BQVwbTueiqXppJ0zDZPDTNem2HTctKUF2GZkJRSOyPp5U7aN1qfeG3Nd9VeXTx1QUA6d6GZZWS7/ONya8JjxSuQUCAUFHxpmFPxoVOPlbJLf4RyLJVwmTSVRwmjby4fpyHWh/v5E3Cl3mjfAQy/+mA2Zb51WHXhJZomIiSAIwghhdjrwdbhp/8N+/TFr2RQ8hzuBMeBPKmSsLEJz+ejZGrUOk0LejRV6SdZE9aeTLu8ormbkiZk8GiLafwKAOk73BC2hf6LH8ycNjan77Ry7fxst19v47j++wwP770TRWtBMYPKH+0cFOLmhlq6Ndaf1syr+NH6REi1BCBEzBnSgm8JIdPo9xSl7tx6na3NDbJqzClmri/XGh75WV9zXh9M0/R3uIXXVT5a61l6e215PXevA2U3h43bVdxgeXz4z1/D9Pw+3TcjgThEKpah6iq4WCu4AmFBYjBkPvlQucUQxBRTe+suGuMEdAL9ZY6dtD9BfBy4IgiCMHXqro7JzrAP882K09yAC0L3pGD3vxAaZcj5Zjn129pjyp2TdKfLYaH+qLJ5i+P79ptSUbo8U7+LTM3fcEeXh0aVOfgJJTxBNxaTR0yUcyDL5Ff76t99zxskS7FqwhYQSOVQlxEi6vjA2kQweQQhhK8sKTk0IB3nMKjnXnEHv+y30vdeKEgDMClMumoGjIg9fh5uWX+6O7VoXLx3UrKA4zGhdCXZRQs2R4zUoNODTyFg9XS9fCb/W1+FOelcpOt14JKZB1LX2cskDb+Dy+nFYTLy8dhWlztg+RZHH2c0qVpOCJ3Rd249MnHTiRESmGYeJzOABMKPiQeHFtBo+2rtAfzwZRroR4HDRYGomYNJQ/RFrDf1d65jppePNHvBJHbggCMJYJK0yn96ILJ2sVcWwqpiuLQ0x/mQpzqTlyffAFyeoH8efFIsKdlNCf7KdmYP7QIdxgy4eAYL/8I2Y1NCx/gNMWdYx40/JulP0sdH+tPtY57CuayyjYOy5E4klTh5DIi+KLo0fK/jwJZyiBRAI+GlxdOJVvFi04OCKqWsq8NZ36c3Bx9rkN2HkkQCPIIQwOx0U3H42vTUt+gQqs9OBfZGT3W/tYHZaMY5Z2fqN3+x0UPD1c+h46TB9u/szS9KXTKN3Z6jcxKyQXpVPwOXHe6IXX6IAjwaBk24KvnEO7S8exL2vPe5hikUlY2khapqlf5qXP7h7Fr2rFE9Qwn1OnGsWDJiSPFS21rbh8voBcHn9bK1tiyspkcf1+QIsm5nD24eD154goWNCUITCIszkgCG4A+BC40f0cg9pejDHisK7vWW86/wz32r9eNIiMlZEJV5foTBefOzM3McnOy4GFFAh89zpaKHmiIXphVIHLgiCMIaxz84m70sL6a1uJq0yH/vsbAAsZZlx/ang9ip6a1o4+coRQ8Alc9V0uv/ROCh/cu9rJ++mhfg73LiPRIxvj0KxqDjXLKC3ulkPRmnewJjyp2TdKfrYaH+amNNGg4QbKtsj/MiDhjWBY0Q/5wdMcY4bi8EdD17CA94T+dOBtHruPfpVzJoJTYXcq8vx1nehAXk3DFx+KExcJMAjCBGEmwZG4mvrw9ISwLoq9hek2ekgY3mRIcBjnRmUGA0wZdlof3Zf/PcqSDM0Zw70ejE7HeRcMZvjD+wICY5K1kWlWIszDb+k0yry6NpYp+8ipVXm46o+MeCukq/VpZ93pGvHl5bl4rCY9F2opWW5pzzOZlZ1OZnIRDcH7EPDHvr6l/SxCR8NaLTSw/2kY0XBhUYTcMnJJQl3qsYqfbixE0odjhEvL98ufYjy3hmYAqGdtgB0vdmgN8M8+eoRCm8/myvnXDmq6xYEQRCSxz47Ww/shEnkT2HXinYkc0EGWReWntKfDGjBZv2Zq0uwlWXh2tk8oD+Zs20GXxpL/pSsO0UfOxn9KRzw6EPjD7jpBPbiYx4mbsKOLfTcD6M2zBJlQY9Fp+ox9ZLjD5bbKSgcMx9nmi8PMyaDP5n9wVGlSoBgL6xwM3GzQsHtZ0twZxIiAR5BGABfq4uWB6uZ4g3QUl0dd+cmemRm+3P7g9snZhVLvPHpoXIs/0l3fxYOoKRZAGNDv2Sa/oWPOdVr3LUnk9qlGg5KnWm8vHYVW2vbWFqWm3AHKnzchppGnt95jL1joE5cJcBSdS/5dNBMNlsDZxIYxnZl0c0BH6aPDjTexUcDAUChEpWLsfIf9JKPSiEqD5CO2ZsxIrtMATSa1A5cuHFgoyCQnfTUrlNhxRLzmEfx8qec/+WkqZsTlnbKXTOiFhSx/ejTaNxbS8mKecOyHkEQBGHkScafoqdancqf7AvzyFheSN/+NrojBk6EzzLe/SlZd4o8drL6k4LCRjysxMJ12HGh8QW8gJ838dJIgLfx8QmsgyptHwwj6U6AHtwJM83n5N9L/4sC71R2p+2nydoq/iTERQI8gjAA0Tf1lidqwK8ZdnAia7IN9d2+AN767tiThkZ1plXkcTJUH4tZIa0iT08BtpVl6U3/gISSEr0jNpBwjEbvnUhKnWkDyklday9ba9uwqAo/eWUf3jGQU3yJupXvWp6mSOnv/9Og5fI97/W8HFg6LO/xLj5caDhCmTlv4KVB11OFShQeIh0FhY9jwQPYBpgSMVQOq81sseynR+kPVKZrNpZ7y5kZyB/Suf34MWGKfUKDT7RfgFWzcH3LFTyf8xpu3NiwoZlAUfp7Yblx87X9a1m36HEpzxIEQRgnjIQ/Oc7MxT47G3O2je7NDXH9yZRtO+XaxrI/ncqdIOhPG2oaae/18NTmWvri9TMaZVLhT/vwc2FoyqgDhY9j5vPY9ZLwT2Mz+NNwMpLulAgzZspdM9icVU1F7xymenMAxJ+EGCTAIwgDkEg+IndwEo3QTERYDsI9f8IBHSCiNCvYNg7f8KUDJ7NLNVpENgccK1yibmWd5YGYxwtoY53lAW7xrj1tSQn33Hk3VH51Jz1cjJVX8OjBnfAxyzEZyrAGUtWhZvMcVpt5zbI75vEe3Lxm2c1HvAuHJCpxgzuEsnpCHm/VLHym7VL8pgDa6hwKz56Nr8PNvo3vsLHz77yUs5kmtZUdx3eIoAiCIIwTht2fTIruSgP6U4jhLKUaa/508c82jYmgTphU+VMzGjeGAj4eNGaNkj+NtDsNxPze2Xy+5WPYNVt/XyHxJyEKGZMuCANgdjrIu62SziVWctfMD05zICgOpmwbPduP42t16SM07bOzmba2iimXlYWCNJEnU8m6rMwgHOHXmZ0Ow24XPk2fMDHQeENfq0tfQ7LXE36/VBLZHDASi6qwotjKzLw05uSlj9p6VAJ81/J08OvoKfSh779reQY1ZmTaqSlC4Wky+DYOniaDSlR+TDpXYOXHpFOEQhHwq9Ax52JJelznUII7ATS2WPaHTxR9YgC2WPYTGIHRoYE4n6PJr5LrnApA61Pv4Txs48r28wGZniUIgjDeGFZ/Mink3VgRk3UT159CnGo09Hj2p3jBHbtZnXT+BHAn3Xoj5XMi/ElDwzuAv5yuP6XSnQAW9p7RPxKd8Lh08SfByIhm8Kxbt45NmzaxZ88eLBYL77zzTswxDQ0NfP/732fLli3YbDY+/vGPc9ddd2G1WkdyaYKQNOZcO31lZmyzpsTdaYreJTI7HWSuLsFRkacfm0wXe8NuV1QGT6qbJg83kc0Bw5hVhUsXTOPPu5sAz+iuR91rSCuORlWgiFaWqnvZEpif1DnDu04zUPRpD3YUPoFVryF3hI4Jfw3Bcqx38TIfM2YU3PhoUHqYqU2J/0anSZPaYUgtjkEJ7kY1qR0UBXKG9F7RO2XxxMqNmzZrJ+mvd+qibtdsfGf63ZSdW0GhJ4+e7cdTvnsqCCONuJMwUUiJP4UYqJRqvPuT3azqQR6rSeGLK2dR39YzYfwpzCosSfmTNcKfnseNCYVXcDMt/X3+vWcJpmHMZxhNd4pHppYe41QD+lPFXHL3W/GVucbNz7gwdEY0wOP1ern00kuprKzkueeei3ne7/fzla98hZycHH7zm9/Q0dHB3XffjaZp3HPPPSO5NEE4LcIpxT3bj5+y4d6parrDRNaNZ15YSnhEOzAmmv6NBJGNBIuzHeyq7+Bnr+4Pycnok0/HsB5XiapPwPJE7eI0EtBryD1oNBEMcoV3oAAWYcFNgK2Wes72Fg97cAfAxQCCchrHDUR0QCdegOdPuX/nk89eQq/P+NySuR/C7LGNWxkXhMEi7iRMREbLnyxRU7PiMd796ZXbV7OhphGAxcXZrHlya8pKtobTn6LLsZRT+JOXAPmouNH0XjuXYeEb5joWWE5yQ89STMPcg2c03SkR0Q71avYWLnvWSq8vYrqY4qasZDbqLxppF3eadIxogOe2224DYP369XGff+uttzhw4ACvv/4606ZNA+Cb3/wm3/zmN7n99tvJyMhI+r38/rHTy2OkCV/rZLrmVBLv8zaXZhga7plLM07rz8PX1kfLg9Uxu07W+bmYc+3YK/Ni3nu41zCS1LX1sq22nSVlOZTmGpsGTs+2cVVlYei4noRyoioxgzaGnWayh+24IhQ9uAPBnSUvGhYU3Gh0Aj+il2+RhhWFn5COQv8OVBgbKh/2jlzNtGPA6vTBHzcU+hQ33WYXJl+siHnbXHjbXAYZdx3qIC17fGUqyO/tIJP9+pNhNN0JJtefifw9HF1S4U95t1ViL8uMed9IJoI/3bSyDIA/7jg2IfwpcgR6cCJWN5vw8UU07An86f+ShoKCLyIQZEflv3wz4vrEcDAW3Ck6gyfLn6Ffr4LChilv8fu8l7mn7i5meYN/F8arO4H83g4zmOtPaZPl6upqzjjjDF1QAFauXInH46Gmpobly5cnfa7du2ObXU10JuM1p5Loz9t0oRVLSwBvnkpT3V6oG/w57bU+psSpGz/wRg19Zaf+6zkcaxgpmrp93PFKC24/2Exw/8V5FGTEXlNTt4/d9X1YVfBEOcrKYitbGzx4RlhQtgbOpEHLpYC2mBpyCApSE062Bs485bkWYTYEazxo3EEP8zDxRex8FbshW8ee5O7ScI9HLwhkk67Z6MEdW0cefEPSQ2M/Rwoffo5YG9jjOMQ++2H6FHeocWBwSQETHOytByDXpKH6FQImjYO99firG0ZsXSOJ/N4WhspwuhNMzp/JyXjNqUT8aXAM1p8sKkT3pr5opp1NR/rGjT9FjkAPl1+9hJfr6WY15rj+FHYiM4rBkYY7ayeSseBOCgpefFgw48XHPzKrWdpdgV2z0ae4+X3ey7TZuvDYVAImUP3gU/283bmLnOqpI7aukUZ+bydPSgM8LS0t5OXlGR6bMmUKFouFlpaWQZ1r4cKFmEzxJ7ZMNPx+P7t3755U15xKRvLz9pX20VIduwM1Z1UF5lx78udp68NTexJrWdagXjfcRO44Haxtx+0P/j12+6EnrZDKyukxx3/+wc24vH5sZpXzZufw1oFWfBrYzCpeczqewMjXkwdQ+Z73etZZHiCgGRsFhne/vue9jkASddyRYzzDwZ1qAhRg0oM54dKtyP8feH0B1GHuia+isNxbHpwEEY6ohAld83JvOeoIipIJE7M9Jcz2lHBR53LuKX2Em2d8icUZC+nb00rakgKmV06lvque/3Pwy5zTPg+zaua6GbdQXFI2YusaCeT3dpDw5yCcPsPpTiD+JIwcY92fdHcqTa07wdD8yWJSuHxhPi/VHMcf8qc6lwVPoG/E1z1c/hQ9Av1dfAA0oNEOcf0pMqgznBtgAzEW3ImIt7Vg5vaGz3NP6SN8Nf/LFJsL+Z7vbqafU05xSRn1c2p58M8/od7URPGeAm79+DfEn8Ypg/GnQQd4HnroIR5++OEBj3nuuedYuHBhUudTlPh/ARI9ngiTyTTp/tAn4zWnkpH4vE1T0w2NB5NpJhiNr9Wlpymnssa2rrWXj4Zkw2Ex8eSaJXojZYfFxPJZeTGf3yvvN+uNlt2+AK9/0IrVBF9ZUcYTb9Xydm37qK3/5cBSbvGu5buWpymiv2FgE06+570u6RGfDaHU4sg6coiVlzvpoQATTfj5CenYQ9JiwSgqGtqwB3fCzAzk8xHvQrZY9gd3o0KkY2O5t3zExnyGifwtb8PG0t6FzCydQ9evawHoqO3i7Z7tHM1txu1366NB/Y8fQ7u9aMCf83BvhrHWlFl+b09Oxqo7weT8mZyM15xKxqI/jRV3gqH7k9ev8cr7zXxnVQ4NWjaPvXGYfU1do7b+4fCnRO5UhEI2Cn2hUq1If/IS0Mu13GhYMfqTBx8aAWwMb1lSqt0JwBzxT3gbNs50z6akOhPF10UpGWjVDbxy9fs0WVvYad/DukPfFn+aRAw6wPO5z32Oj370owMeU1xcnNS58vLy2LVrl+Gxzs5OvF4vTqdzsEsThHFJss0EEzFWmgVGjj53ef3Ud7j0RspLy3IBeG57PUvLcil1plHX2sv9r+6POY/HD+29vph049Hg5cBSXnWfw1J1L/l00Ew2WwNnJpW5E0kDGg14Yx6LlZfgRV4f8fg8FG7GQSHBm5iCggcfVszDXqYFQVGZ4Z5Kk9qBCzeOUGrxcO8+JbP2q1svJO1dP+GhtQpwePO7PFbyR87rO0cfDWryKQP+nI/nCSnCxETcSRCGn6H401hxJxjYn4qzHWytDQZNSp3BXjzx/Mnr1zjRG6BdM7rHaDEc/hTtTpF9efrQeAQXmwz+pLEnyp8+h50+NHbh56XcVzBnfMCXm67mw56yYfWn0XKnAAGU0P8iCZdoQXCKlhbwo/j66/EUH7zy5gu86awWf5qEDDrAk5ubS25u7rC8eWVlJY8++ijNzc3k5wejnZs3b8ZqtVJRUTEs7yEIY4mRiIpHjgcdaCzoSBM5+txhMemBnHAw55IH3tCfC4uLO6IxoFkFXwCsJkhlfD6AOuhRnskSL/ATfjwfP1/GxrlYsEWkHrvw8yN6+Q6ZI1ZXrqKMyDjPMPFKzDQllJ2k9V+Tqin0Znj0q9TQ+PuUrbj9bs45ZwX+4xomn3LKn/OxJO6CAOJOgjBUhtufxoo7QWJ/AmLcqdSZFuNPAA6LialpKq29I9x0ZwCG258i+/LYUWgHPbMnSPDrHOBjWPk0Vj3L579xM79rIY1tq1jKlBEp4RppdwoTvXbNBPcUP8JZXXMp8Dr5a86bnLC0s6btE5j8Qddy46Ym7YD40yRlRHvwNDQ00NnZSUNDA36/nz179gBQWlpKeno6K1euZM6cOdx1113cdddddHZ2ct999/HpT3960FMgBGGsM1JRcbPToacppzKdMnL0eaScQOzu1IaaRi6rKDQIzZNrlvD3fU08/kYtv32nPiXXMFpEjwKtROUh0g03cQWFjXj4b9wswjKiTQNHmrglZprG/qoTzN6Ra9iFavY3sugzVbTtO8Y9nT9it/0AdrOdFRXnUViel9TP+VgSd0EYLOJOgmBkJPxprLgTJPanaHd65PUD3HreHENAyGZWueOicvIzLHzjud34tdErbR9p4vXlifQnMPE0GTHDKhzhaabejFDp+8TwJz0T2q9x5bSPUVVXgk2zsrxrMc9M/TM7zm/gQstKOtydfO3Y12lSW8WfJikjGuB58MEHef755/XvP/GJTwDw9NNPs2zZMkwmE4899hjf+973+OxnP4vdbudjH/sYd99990guSxBSwkhGxYda5jVchDN2ollalovNrOo7Tj97dT+XVRTGlHA98dYRxtMQxOhATbKviR4FejHWuLtLK7HwJzzMiGomOF6Jbojo2dOBhf5adRNmSrba6Nj5AYVrq/iB9SfsOL6DqmlVlGQGR8Yn83M+lsRdEAaLuJMgGBkpfxor7gTx/SkykAPw7LajvFjdwMtrV8X400d++jr+1CXvDIpk3Sm6tB0w+NMvcSecRBoeXhHdjHk8Eb3uSH/KeVfBpgV7C9mwctOJa9A2KTjW5pHpLGFd1+PiT5OYEQ3w/OhHP+JHP/rRgMcUFRXx2GOPjeQyBGFMMJmj4qXONO64qJwfbtgLQJ8vwNbaNj55drEuNI9tOog3ME7shKCghHeO+tC4nu6kgjzxRoG+goePY0GJEhF7eBdqADEZLXEZjveJvD4NjTprI2f2zcSqWQAwh4rzwgJfcnaJLiaDZSyJuyAMBnEnQTAyWf0pnNnzyOsHeHbbUSCYyTOe/Wmw7hRZ2n4pFoM/KWh682Ug4VTS8RjcgTilWRH+1GA5wZl9s4zHezU9+FmSKf40mRmZ0SyCIMQQjornfKp8UjYtC5dkAXqNeZhEDZfDjMVb82rMulTYUVidZLw8nHIM6CnH1QT4V3p4EQ//l179+WRGqI+WuCTzPloSAS4FhRa1HQ8ePta5GiXOSxSLStvUHl448AJHu44anjvadTTu44IgCMLEZDL7U6kzjVvPm3Pa/lRZPGXE1zgYTtedINafNuHjerp5BBcP08cd9Bj8aTyRrD/58aOgsKL7LLyhrCYdk4KtLCuhJ4k/TR5GNINHEAQjkzkqHq/GvK61l621bRxo7oppGAjBCLQGY/I2rcXsrCQXaAmmHJ9kESbeRdN3rqoJUE0fgD4VogkvP1bsODQrfWhsx8uKYR73ORKEd5l8+NHQ9B47YXICUzCF9hcsWAgoAVRNBQUyVhXTtUDj6jc/Q5+vD7vZzvor1lOSWcLRrqNc/eLVMY8LgiAIExvxp/hTSTfUNMb1J4WgQ1XXd47uYk/B6boTJPan30YMrwiXdHnxcg/pembweMOPHx/+mBHvptD12DQrf81+k8tOnosagIASQLm2kEZrS1xPEn+aXEiARxCEUSOyxjxyslY0VpOCJ1RMPhaDOwBv4OUmbHqa8RtxpmMlogFoIPEc+EZLIw3ePMDMF7RuLkg/gq9nHnvxURWRojzWiKwPfzv9XSp75mLDhg+/QbJMqIZUYy08SUuD7s0N1Exro88XDHb1+frYcXwHJZkl7Di+I+7jgiAIgjCRiTeV1GZWCWhGSwr7kwKn7GmoMPqONRR3AmhAGdCfGkJX/SsyMY+j/juRa/Th599L/4sTlna+0HwF53UtifuaCzuW8u8z/oupnmxq0g7QvqubW5VbxZ8ECfAIgpAaIqdDRBMO7kTfwlMhI4loCNWOD7bJcpB4sqERvkLNW6A/mo+VG3sWYcWEC43H6OZfSdczYMYSkSJ1Vs88rPT31okM8njx6Vk9Copxf80XoLgjz3DewoxCAKqmVWE32/UdqKppVSN7QYIgCIIwhoh0p3iZO2Pdn4bmTono9ydQDb0Ow04yXgI9AH58nLAEp6EdsNfx4a5K3aciXcqGjUvbPsyv8l+kydoKfuhwdxjOJf40OZEAjyAIKSF6OkQkZhV8AbCo4I2wlLEgJ5FENv8bPhR9wkQTfkOTZQcKXyVtxII7QxWgAAE9fdiKxRDIMZlMZKycjinNwsH0Y2T8sRu7Zot9T7NKfXYLRJSIN3Y3AlCSWcL6K9bHTIYQBEEQhMlApDuFXSmMClhCE0uT8adUOdXIuBOE/SkHcKNhi5pAFekbwx3wGer5YgI37Su4qu0jWLEQMEPGiqA/dVi60F5s0d/rvK4lfKhrETfPvpd2RzfZtmzDecWfJicS4BEEISWEa8o31DRS19rL77bV4dfAqsJ91yxkS20HH57l5NFNB9nT1JXq5Y4CwZt15Bh1D35Dk2UfPswRv7Z9+AHN8NjQVnD6cqKh6cGd8PdmxawbpOKHrs5OWDCF5+s38I9Zm7i94ToWucr111gK0nCclU9FXmHCnaZCTx4Xdi7HljM5pqgIgiAIQpjIfjwWVeHrf6jGFwhujN1zbg5z5szhN1vrmeIws7OuY9L6kxc/RPXfiXScf6bvYknvAiyaZdimhJ4uGpqhjF1D41Ptl6CGzqn6oMvUy47pB6k6Xh7zXjZs/IBvMH3VfMix8PNdPxd/muRIgEcQhJTywMYPcHn92M0q3/jIGaT1NfNvz79Hny+gjwUd34RTh8MEQt/Hl4HI1GIrJnxKALOm4sHL/UVPc3vjddi0YNM9P37+4HyVz7V+9LTkYihSE/3a6PMoKIbtQQ0Npbobb3U7H5S+S1N6K/8z9S/cV3e7/lrvCRfeDbWoFpX1X3qWHZ7dhp0mX6uL4w/s0EflTrZpKoIgCIIQ7mV4yQNvBLOdTQpPrTmHjobD3Pir7XFLtyYGif2pCIXPY9P9yYJJH+AQ2fMv7Btn98xnW/p7fKhn8aiXbiXjT9ETRgP/28Kre5/nF5mNrDN/GyVqgFbxwSkov2hk2tqquJk64k+Ti7HXxEEQhElDZC15ny+AM8PKgTYvfRNKTqLFQY16TDP8f+QY0D7Fg+lfCjm8qpuvzP4+m6Zs55m8P+uvtGHls62Xnbac+EJTGk6HyDTneHjwEu6dHB7rCcGpWf9RdxsFHidnVC6CzxWQtmQamaunQ7ixtjdA7ol0rpxzpSGN2F17Ei2Uc655A7hrT57W2gVBEARhPBPpT16/xrGOPrbU903g4A4k8qci4FdkcAVW3UkCZoX8mxZzeFU3d5f+jJ8W/orf576sv9KGlQ/3VKYkuPNr598IDNAo2oM3xqxMmLi74UayXGnUXN1B1mVlZKwuxr7Q2X/ukBeVZJaIP01yJMAjCELKCNeSA9jNKq3dHro8Y63TzvCiAiiRtedK//8rvtAY0E7+M/dvvHNFAyULyyk7t4KOtB4ANmdV41Y8QLBZ8an68eiyE0cmLJiHPEI0nhwdsTSgEdB3oKL/RC2YOcs9j5sW3kTJwnJyryknfWkhiiV4LYpFxVYWm0JsK8s65TGCIAiCMNGZjP5kNRHXnxZFTBdVUDgx20rR7Wdjn51N2bkVfDClno3Zb/NSzmbdn5Ih0QbWUPDj57XsLfxtyptxnz9orQv6U5znFBQu7PoQFWdUkrW6hOzLZpJ96cykvEj8aXIhJVqCIKSMUmcaT65ZwjNbjvDq+03c9/I+rKb+MZ8qsZMgwiSaCDHQa8YGGpacN/G2XRD1uAdHyZNo3hwclk7sgUJWTF8BGJvjHazdCwf7r9yNBxvWhO8WDsCoEaPJh4NwA+Xo1GcNjRneIsOxZoasYCcAAB+OSURBVEwEFA01lNITMGl85qI17Di+Q78+s9PBtLVVuGtPYivLips6nMwxgiAIgjDROZU/DcRgJ2qNFa/62LIO/rx3R4w/vYsLl2LCoVkJmGBOeb+DhP1p45GN/O6f/wOhsfLJ+NBIZPeYMVPRO4c/5m3kos7l2LAZ/Gm2pzThazU0LvroJwB44cALwRIsZ0lSXiT+NLmQAI8gCCmjrrWXG57aZpik5fHD3ZeewdRMB8XZDr7w5Na4KceJ5CSehFhU+OZl87j3r3tSPokrgALuAsBH5K/gOz9UTJXv/zBFyyRjpx/Vr6D8ohHf2kLMTgclmSWUZJZw9Hg5Ci1AMBPGi4+/TNnEVF8OVT3z9alV8YgOxCSSFw2Nv2duZYa7iNmeEsPj4df+tOhXWDQzM0rmcLL2BJ9vvhwrlvjnNKvk37CAEwfrqe+ux7ogh5vf+areBHD9Fev1IM+ppCOZYwRBEARhIjMS/hSNAjzwmUoA1j5bnXJ/+tOWKeAoMDx2+cJCbliURvvuI9h7slCPuOncUMvJjXV6n5mSzBJuqLiBpbVzsR0Mfl4KCn78+AnoI8hPRbL+9Ncpb1DsnUZl75lxX3vc0kqTtZU/L32HK7cu070tkT9pH82hZe8x8pbMgDIHV794tdGfnCVJeZH40+RBAjyCIKSMyBryMJbQ/W1pWS6lzjRevX019720l7/ubjyt9/jc0lI+vriIG57alnI5CRPomQ/4Q/+ZmGk2c8VWN4o/nf4mgv110o3WFr1hXuGZZTT8pRlVC6baWjCzL62WR7Kf5bt1N7O8Z1HC9/Xi46dFv2J51yI+3F2JVYsvNQoK53ZVYcESV2gUFCyamY3Zb3NOmp/rpn8ca7PxXBoanJUBORZq8mpxpu/n1hO30ufrw7LVgjcQTLPu8/Wx4/gOGdkpCIIgCEkSz59MwKLpU1hxRj7AkP3pgc9UclZpDpc88MaY8KdAQIGe+YSHV9jMCncvn4n65HvgSwP69GPj+VNpZgmd1OrHmDDx5NQ/sfJkFWe6Zw743gP5U7QfAczrnaU/HzkBVUFhmtfJbg4w1ZsTd1MuYNJQlk4h05pFl6mHW/bdzhFTA/Z37fwf5f/Q5wtep/iTkAjpwSMIQspYWpaLxWTcsQgA9720n0seeIO61l5KnWncfemZ2Myn9+vqrBk57KrviBGh0SJxgq8JMHHz6ln8asUZKHFSqhWLStvUHq5+8Wq+vfnbfOKFT/BM4+9ou8aGNzRCwa14mOLLoMDj5IitwfD6yPpxHz6+Vfogm6ZsZ3vG+wmDO2EsoR2tSGkJny+8AwXwzvF3eKP+jTjXrUCxg6tP3Mhdu/+dm1+9WZcSb8CLRQ2eP3qMpyAIgiAIAxPPn/zATU/voK61F2DI/uQNaGyoaUyZP80vyEzwjIKqwK9uWEZ2fTf4Tu1PV/7pSvYXNEDEZ+YJ9fP5k/N/B+y348U7oD9FZ95c3rkqpnQ+nj89dfK3eIkahwUoq3MpXFlOzz8aUP63nQf230mBx6k7lN1s1/9f/EmIhwR4BEFIGaXONJ65cZkuKRaTEh6khMvrZ2ttm37cq7ev5t8u6xcVq0nhzIQ3/346ez3c/+r+uM9VFmdz/typw3AliTGdooS7q6kHdXPU7ppJYcplZUxbW8UOz279pu7xe7h/+/18ad+/8uql7/P41D+CpnHTiWtYd+jb7MjYpwuLR/HyaP4fOGA9SrVjL/9e+iAnLO1c2LGM45ZWvIZGhck1E4wM9kzz9k9u2O84YpAXADduNqvvJAzqPHrRo9y74l69PEsQBEEQhOSI9qcwke4UPm64/UkBzizIZPnM3KFdxCn4oLkr4XMBDfbvb+Hkq3XGJxL4kzfg5Utbb0H7ShFHl/TwbO5LaFqAm05cw9rGz7NrcT3+iKmibtz8JXsTr2du41ulDw3oT9FEB3zMmBP6kxY1D92Ll3sO/4DGvbX61Cu7ZqOidw52s50LZ1zI+ivWiz8JAyIlWoIgpJTls528dsd5bK1tozDLyo1PbcPtB4fFxNKyfnkodabxldWzuayikK21bfpzF/1s04BjQV9+/7jh+ZtXzyInzcrPXt1PdX0HNrOKSdEndA+JeI0LfRpcsaiQF9+NnyLdub8NtP6aaMfCPKZcWqbXSVdZq7Cb7bqkQDAt1+JMw2wyY8MGBAXgR4t/wB/KX+Toex9Qk3YAgBtOXIndY2Ne3UxQFGyalT7FzU8Ln+aOhuuxYsGHP2aaVnSNuUfxomkBbNjoU9z6+QGmeZ0x6ckowf8Pr91qsvL5eZ8n25bNhTMuFCkRBEEQhCEQ9qcNNY3c/+p+3L5AjDvByPjT3qYuzOrIjhj3Bgb2p21v1nFBwK5/H8+fLGp/Sbg34GXjyU0sWLGAxoYWgz+dX/4RHpv6FCd3Bd9rv+MI3z96K3bNxoe6FsX40zca12DWTHH78STrTxW9cwzZQD78WLDw7dovsW/eIeZZstG8AfymAMuWruaOiu/q7iQOJQyEBHgEQUg5pc40Sp1p+P1+7r84j560QpbPyqPUmZbw2LrWXjbUNHLDijIUFJ7YfBi3LxAzQeKS+dPYXd+Jy+vHYTHxL0tnsLW2jb6QtAwkN4mwmBS8cSJCGmAzq/gDAcKntZlVFkyfYhCU8+dO5e/7TgCwQ/PhNymY/BqKRTXICfRPgHhu/3M8UfOE/vgiy3wubDkDPaRkVqDExm/e+APubDcAF3V8CLsWFBgbNv1Qu2bDopn5yuzvU9E7h2L3ND7Tdql+7r32Q5zZ118/vilzG0/lv4hZtXBm9wz2ZNTSZG7Vn69JO0Cf4tbfC8CmWVkROIcVoekVj1Q/whM1T+g7UIIgCIIgDI1w8Obi+fn88Y1dXLNqcVx3Ch87nP7kCwx+Z8ykKPi1+K9Lxp8WF09hV30nANsDXvwmx4D+9OhFj/KVV7+CLxAshXpo50OoikqOPUP3lnA512/2/AF3npsCj5NrWy9L6E953mwCoQc8eFAxYcGMGzeH7ceS9qdId/IqPiyaWX+PuabpBL5k46EXf8xO2x46DvWwouK8QX/ewuREAjyCIIwpCjLMVFZOx2QyJTymrrWXi3+2SZcMm1nlVzcspb7DxdKyXHbWtXPH76vxa/CTV/bz5Jol+nNh8bGZ1UEHd0xKsO5dA7YfaSOUPYuqBNOFIRgw+rfL+icnXFZRCMADGz/QJekrq2az5VCwQWK7RUVZs4CcDk/C0ZUlmSXMmtIvDAUeJ+rmkyi+/p2rKRfN4H89O3D73fpju9P26/Lgxm3YgYrMwDlsP2Zopvxn55vMbZ6N4tXoU9w8lf8iHWk9PPKRR2jsbuSzGYXcsvEWPH4PAE3WVm6ZdS8rTlZyQ+tVmAIqmkWh8MwyzJkOcu25+rqkKaAgCIIgDC+luWmcX+agNDd+cCfMcPiTWVUGHdyxqDA7P5PpUxy8tq9Zf3z5zFy2HA6WlCXjT/922Tx9elgy/rS0YCm3nXUb92+/H0DP5mmyurll1r18Z/rdfGjZefy1/RXc/mBwZ92hb2PXbKFWzsT4E4A1FIyxYePxqX+k09xNTdoBzIqF/z7y3aT8KexOFb1zOG5p5YfH1mLy9/vTX9tfYUPmW8EL8SHuJCSNBHgEQRh3RO4gQVAK6jtcfPLsYv35yF4+z1cf49bz5hh2teYWZPJuaBcoEqtJRVGC5zSpCv5IiVEU/nm4v7b9X5aWMMOZzuLibF04HBYTl1UUxuygvbx2lZ4aXepMi/n+VFRNC5ZqZfem6/KhL8ui4qjIiynnCsvD1/O/ysNtvyDLlcb5nUv5+5StqIqJRw7+G3bNhgevocTqpgVfpPBfKnHXnqRtag9f9dxO1bQqg1j86co/sfHIRjrcHfzPnv+hydrKXws288VP3UbOiXRdtnytLqqOlzMjUMQRtUGaAgqCIAhCihiKP9W19rK1to1zZuToQZl42MwqPn/AUPruDcDepi72NnVhURUuXlDAdctnUJTt4JIH3hhRf7pwxoX8fNfPDaXuAO2ObsrOrcCc6dD9qaJjju5XCqBVZvA1170GfzKrFrQT4bJ8jf2OI5ywtFPRO4dlS1dTeNXZg/Knjda3sZvtqB8rMfhTVc9CLutaGczgSesRdxKSRgI8giCMO5aW5WI3q4YdqOJsB89tr2dpWS5Ly3JxWEz65Idntx3lxeoGnlyzhF31HXqtejy+fnE5l1UUsqGmkb/tbtRTgQFjsIdg356vrJ4NxApINOHU6ETfn4pwqVbtmzXYD/YHd06U95F34WzMTgcl9JdzPf3+0/gCPjrSelhwwTLWtVfhe6wOi9/E+SeX8D95f9ElxooFTQFFgz7FzV2Hv8/35v8HS89eSjpQwizDWnytLnJrrVxXdi1mp4NPln9SH0NaklmCL92Fu/Ykvg43rU+9h+INsM5yDzVXtVNxRqXsQAmCIAhCCjhdf/rR1Qv5xnO78Po1Eg3lunn1LObkZ1Kc7eCHG/YY/CkSb0Dj/DPzWT472Gx4tPzp8d2Ps/6D9frj55WcF3PM5prX8f8lgMmvolhUCi46k3U962L8KdxhR0Hh4x3nsfTkAmzYCPwVKIf0s6fF9aejXUfZcXyH3otwIH9Sn2rkNu+/4DdrqF8uFncSkkYCPIIgjDtKnWm8cvtqNtQE67KjM2heXruKl9eu4pHXD/DstqNAcCfquifejts7x2pS8fgD+u4R9KcERxLde+eqyumGNQ1GOE6X7gIfmkXR03/v8v8HHW/2GKYp/Gbvb/AFfFhUC4985BFKMkvo2X+cdn+w7M2u2TCbLPp5IBjc8eDlhZy/4wt4ufnVm3nhEy8AGOWj1cXxB3ageQMoFpVpa6socZbo7x35fGT3asWrsUpbSnrmtBH/jARBEARBiOV0/emOP+zSN7l8gWDbv3PLp/KPg616c+d/WToDQM/ISYTVpMQM0RgNfyrLKsNmsukl4y/Xvsym+k0Gf/rpoQfJLkvnLPc8/vWKOzE7HeTWpg/oT+ee7M+sUX3QuLcWFmUY3AmCwZ2rX7yaPl8fdrNdf99T+ZPJp5BzIh1KR/wjEiYIEuARBGFcEm4sCPDc9npdJsIjQj95djG3njeHF6sbcHn9CRsjQzBrx5lh03ePIs8HsHRmLndcWA7A5x7fgl8LCkpRtkNPWU42Vfh0iRSDGbOK+Grul/hp88M0WVsNtdkbj2w0jAVt7A5KnK0sC8WiBicymDW+cPUt5DumcWT9LtIOB6/VioXPtF3Kle3nc8use3lu/3M88/4zeANeXUZya6366E7NG+Dk60fJOq9Er313157Un8ev6ZKiWFRsZVkj9vkIgiAIgnBqhsOffBpcvqiI711RYXCgeP70uaWl3PncLjx+DbMCT9+4zFDyNZr+ZDVZuaTsEl6ufRkw9gUM+1OTtY8N1rdY4bmUEmYl5U9hNDTecVXzHy/8FLffjc1k4/krn6cks4Qdx3fofpbdm07tmzUULssTfxKGHQnwCIIw7llalqs3TbaZVX1nKLJWuzjboe9SRU5qiFfzHZmibDEp3HFhOctnO3lue71eU+7xa2yoaTQ0/3t57aq4kjIcEhMpBkfUBhpnd9HR3QM+9L42R7uO8nD1w/prSv1FVB0vx5fjwux0MG1tFe7ak3p9t/tED74MFc0cQPH1y5tds7G470yefu9pfFpw8kRYgi4vu1gXHYDebcdxVZ9g2toqzE6HQYQUi4pzzQL8He6EDRAFQRAEQUgNxdkOPYATOWI9kT+FCR8bnX0Tz5/qO1z6dC6fBvUdLupaew29d+L503AFgCL9yeP3sMC5gE31m/RMmmh/KvA4qeybR5V1IcCg/ElBQev06llCbr+bjUc2ckPFDbG9FA/aOP7PHeJPwrAjAR5BEMY9DR0uAqGxm0rUc5HyESkru+o7AOI29Ct1pvHkmiV6SdcNT23j5bWrDOLisATTdaN3vuIJyqkkJhnCYhAWkgtnXMiFMy40pAC/cOAFfbJVgcfJz2v/HWV/C8dfatMFIiwJvlYXLQ9Wk+UN4DdpPJf7Mp9ovwCbZsVr8nPOOSt4ef9m/f3Nqpm2vjYarS0Urq3i5OtH6d12HAhm8rhrT+rnjxYhQRAEQRDGFnWtvax5citev4bFpPDkmiUJe92E/cmiKvzjUCtXVU5P2C8n2p+eXLPE4E5Ly3LZWts2oD8NlzvB4PwpcoqW8otGfGsLdbdJxp/8pgCeIgX2979/h7uDFw68QNW0qpheiuJPwkggAR5BEMY1da29ht46fb4Aj7x+IGZqFqB/Hz2xIR71HS79nJFpy5HNAME4vjOypjzMqSQmWcINAKNruiOb7kVKzFnueZj8wU6IkQIRJjIV2ORXaHK0cXPOD6jsm8dtV97JipzZ2A89SJ+vD7NiRkHh/u338/NdP2f9FespPK8EV/UJfacpMn04UoQEQRAEQRh7bKhp1Jste/0am/afiBmJHiban16sbkgYdIn2p/oOV9xGytFBn0iGy51gcP4UOUUrnjtBrD+5rG6eyfszZpOFL1x9CytyZmE9+AAevwerauV/9vwPHr9HL3X/0LLzOP7PHeJPwoghAR5BEMY1W2vbYmrDw1Mf4slHstIQna0TmbYcefyppj8kOs/pENmML9HzYYkp9hfgf8aNyafErd+OTAXWLArvpR+kydTK/zq2cluOxXCutr427t9+P9BfqnXlnCtlp0kQBEEQJgi/ePOgXro+3P4UbxLWQP40nO4EyftTzQfVaOuVYNmVOX7vm0h/wqzwhZZPoPg0NItCYXoh5kwHf7ryT+JPQsqQAI8gCOOaSAmIGDqQUD4S1ZtHcyr5iDxuoF2lZM8zXIQF5uoXryZ7hnESRCRmp4O82yo58EYNR2Y0cfS9YDNmj9+jNxwM/3e06yg/3/VzQ716+BwiJoIgCIIw/risopD7X92P2xfArAanY8HY8KfRdicI+lPhjDya2B56JP5gjkh/KnYW0vXSESA4LTSc8SP+JKQSCfAIgjCuSdQIMJ581LX2csNT2xLWm8c793BIxWiNAA0TbigYPQkiGnOunb4yMwtmV2LfZ48RkDCJ0psFQRAEQRiflDrTePX21WPWn0bbnSBYfkW4abJPi1uiBf3+ZC910v3a0bjlViD+JKQGCfAIgjDuidcIMN6OT2R6sdevUd/hGtF1jdYI0GiiGwpGB2yiKc4sPqWAnCq9WRAEQRCE8YX4k5HoSVanGk9uzrWfstxK/EkYbSTAIwjChGKgHZ/hrukeiOGcADFYTmfHSAREEARBECYv4k/xR6In8xoptxLGEhLgEQRh0jCaNd3DOQHidJCAjSAIgiAIw8Fk8icJ2AjjHQnwCIIwqRitmu7R3O0SBEEQBEEYScSfBGF8IAEeQRCEESAVEyAAjnYdlWZ+giAIgiCMS1LhT75Wl4wtFyYMEuARBEEYIUZ7AsTRrqNc/eLVenPl9VeslyCPIAiCIAjjitH0J1+ri+MP7NAbK09bWyVBHmFco6Z6AYIgCMLwEB6PDtDn62PH8R0pXpEgCIIgCMLYxV17Es0bAEDzBoKj0gVhHCMBHkEQhAlCeDw6kNR4dEEQBEEQhMlMeDQ6kNRodEEY60iJliAIwgThdMajC4IgCIIgTFZOZzS6IIxlJMAjCIIwgZDx6IIgCIIgCMkjo9GFiYSUaAmCIAiCIAiCIAiCIIxzJMAjCIIgCIIgCIIgCIIwzpEAjyAIgiAIgiAIgiAIwjhHAjyCIAiCIAiCIAiCIAjjHAnwCIIgCIIgCIIgCIIgjHMkwCMIgiAIgiAIgiAIgjDOkQCPIAiCIAiCIAiCIAjCOEcCPIIgCIIgCIIgCIIgCOMcCfAIgiAIgiAIgiAIgiCMcyTAIwiCIAiCIAiCIAiCMM6RAI8gCIIgCIIgCIIgCMI4RwI8giAIgiAIgiAIgiAI4xxzqhcwVDRNA8Dv96d4JaNH+Fon0zWnEvm8Rw/5rEcX+bxHD/msg4SvP3zvFlKH+JMw0sjnPXrIZz26yOc9eshnHWQw/qRo49yyPB4Pu3fvTvUyBEEQBEFIkoULF2K1WlO9jEmN+JMgCIIgjC+S8adxH+AJBAL4fD5UVUVRlFQvRxAEQRCEBGiaRiAQwGw2o6pSJZ5KxJ8EQRAEYXwwGH8a9wEeQRAEQRAEQRAEQRCEyY5snwmCIAiCIAiCIAiCIIxzJMAjCIIgCIIgCIIgCIIwzpEAjyAIgiAIgiAIgiAIwjhHAjyCIAiCIAiCIAiCIAjjHAnwCIIgCIIgCIIgCIIgjHMkwCMIgiAIgiAIgiAIgjDOkQCPIAiCIAiCIAiCIAjCOEcCPIIgCIIgCIIgCIIgCOMcCfAIgiAIgiAIgiAIgiCMcyTAM85Yt24d1157LYsXL+acc86Je0xDQwM333wzlZWVLFu2jHvvvRePxzPKK52YXHDBBcydO9fw309+8pNUL2vC8Otf/5oLLriAhQsXcvXVV/POO++kekkTjoceeijmZ3jFihWpXtaEYdu2bdx8882sXLmSuXPnsnHjRsPzmqbx0EMPsXLlShYtWsR1113HBx98kKLVCsLkQfwptYg/jSziTyOP+NPIIv40fJhTvQBhcHi9Xi699FIqKyt57rnnYp73+/185StfIScnh9/85jd0dHRw9913o2ka99xzTwpWPPG47bbb+PSnP61/n5aWlsLVTBz+9re/8cMf/pDvfve7VFVV8bvf/Y4vfelL/PWvf6WoqCjVy5tQnHHGGTz55JP69yaTKYWrmVj09vYyd+5crr76av71X/815vlf/OIXPPnkk/zoRz+irKyMdevWccMNN/DSSy+RkZGRghULwuRA/Cn1iD+NDOJPo4f408gh/jR8SIBnnHHbbbcBsH79+rjPv/XWWxw4cIDXX3+dadOmAfDNb36Tb37zm9x+++3yF2AYSE9PZ+rUqalexoTjySef5JprruFTn/oUAN/61rd46623+O1vf8vXv/71FK9uYmEymeRneIRYvXo1q1evjvucpmk8/fTT3HzzzVx88cUA3HfffXz4wx/mL3/5C9dee+1oLlUQJhXiT6lH/GlkEH8aPcSfRg7xp+FDSrQmGNXV1Zxxxhm6nACsXLkSj8dDTU1NClc2cXj88cdZtmwZV155JevWrZP07WHA4/Hw3nvvsXLlSsPjK1asYOfOnSla1cTlyJEjrFy5kgsuuIDbb7+do0ePpnpJk4L6+npOnDhh+Dm3Wq0sWbJEfs4FIcWIP4084k/Dj/jT6CL+lBrEnwaHZPBMMFpaWsjLyzM8NmXKFCwWCy0tLSla1cTh+uuvZ/78+WRlZbF7925++tOfUl9fz3/8x3+kemnjmvb2dvx+P06n0/B4Xl4eJ06cSNGqJiaLFi3ivvvuo6ysjNbWVr0vxV/+8hdycnJSvbwJTfhnOd7PeUNDQyqWJAhCCPGnkUX8aWQQfxo9xJ9Sh/jT4JAAzxjgoYce4uGHHx7wmOeee46FCxcmdT5FUQb1+GRnMJ//mjVr9MfOPPNMsrKyuO222/jGN74hv9yHgeifUU3T5Od2mIlOf62srOSiiy7iT3/6EzfccEOKVjW5iPdzLgjC4BF/Si3iT2MH8aeRR/wp9Yg/JYcEeMYAn/vc5/joRz864DHFxcVJnSsvL49du3YZHuvs7MTr9cZEPYUgQ/n8KysrAairqxNBGQI5OTmYTKaYXdLW1taYHVVheElLS6O8vJza2tpUL2XCE67bb2lpIT8/X39cfs4F4fQQf0ot4k+pR/wpdYg/jR7iT4NDAjxjgNzcXHJzc4flXJWVlTz66KM0NzfrfwE2b96M1WqloqJiWN5jojGUz//9998HkIZrQ8RqtbJgwQI2b97MRRddpD/+j3/8g4985CMpXNnEx+PxcPDgQc4+++xUL2XCU1xczNSpU9m8eTPz588Hgp//tm3b+MY3vpHi1QnC+EP8KbWIP6Ue8afUIf40eog/DQ4J8IwzGhoa6OzspKGhAb/fz549ewAoLS0lPT2dlStXMmfOHO666y7uuusuOjs7ue+++/j0pz8tEyCGyM6dO9m1axfLli0jIyOD3bt388Mf/pALLrhAxlAOAzfccAN33XUXFRUVnHXWWTz77LM0NjZKZ/xh5r777uP888+nsLCQtrY21q1bR3d3N1dddVWqlzYh6Onpoa6uTv++vr6ePXv2MGXKFIqKirj++ut57LHHKCsrY8aMGTz22GPY7XY+9rGPpXDVgjDxEX9KHeJPI4v40+gg/jSyiD8NH4omxWvjim9+85s8//zzMY8//fTTLFu2DAhKzPe+9z22bNmi/+DffffdWK3W0V7uhOK9997je9/7HocOHcLj8VBUVMTll1/OTTfdhMPhSPXyJgS//vWv+eUvf0lzczPl5eX827/9G0uWLEn1siYUt99+O9u2baOjo4OcnBwqKyv52te+xpw5c1K9tAnB22+/zfXXXx/z+FVXXcWPfvQjNE3j4Ycf5tlnn6Wzs5PFixfzne98h/Ly8hSsVhAmD+JPqUP8aeQRfxp5xJ9GFvGn4UMCPIIgCIIgCIIgCIIgCOMcNdULEARBEARBEARBEARBEIaGBHgEQRAEQRAEQRAEQRDGORLgEQRBEARBEARBEARBGOdIgEcQBEEQBEEQBEEQBGGcIwEeQRAEQRAEQRAEQRCEcY4EeARBEARBEARBEARBEMY5EuARBEEQBEEQBEEQBEEY50iARxAEQRAEQRAEQRAEYZwjAR5BEARBEARBEARBEIRxjgR4BEEQBEEQBEEQBEEQxjkS4BEEQRAEQRAEQRAEQRjn/H8bXSLiNA4KPAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_sklearn = KMeans(k, init=X[:k], n_init=1, max_iter=50, tol=1e-2).fit(X)\n",
    "model_pom = KMeans2(k=k, init='first-k', max_iter=50, tol=1e-2).fit(X)\n",
    "\n",
    "y_hat_sklearn = model_sklearn.predict(X)\n",
    "y_hat_pom = model_pom.predict(X)\n",
    "\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.subplot(121)\n",
    "for i in range(k):\n",
    "    plt.scatter(*X[y_hat_sklearn == i, :2].T, s=3)\n",
    "    plt.scatter([model_sklearn.cluster_centers_[i, 0]], [model_sklearn.cluster_centers_[i, 1]])\n",
    "\n",
    "plt.subplot(122)\n",
    "for i in range(k):\n",
    "    plt.scatter(*X[y_hat_pom == i, :2].T, s=3)\n",
    "    plt.scatter([model_pom.centroids[i, 0]], [model_pom.centroids[i, 1]])"
   ]
  }
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